Organisationsahrefsocannl166b2f ()fedora-42-5.3_opam-2.3

fedora-42-5.3_opam-2.3

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2025-07-12 12:51.58: New job: test ahrefs/ocannl https://github.com/ahrefs/ocannl.git#refs/heads/master (166b2f63b9fa9e2b6f88b16530142b364ba817b4) (linux-x86_64:fedora-42-5.3_opam-2.3)
Base: ocaml/opam:fedora-42-ocaml-5.3@sha256:ea1b0e805553bb8a6a73624dbd4f52899c1622d61292ca81567ed151a5350121
Opam project build


To reproduce locally:


git clone --recursive "https://github.com/ahrefs/ocannl.git" -b "master" && cd "ocannl" && git reset --hard 166b2f63
cat > Dockerfile <<'END-OF-DOCKERFILE'
FROM ocaml/opam:fedora-42-ocaml-5.3@sha256:ea1b0e805553bb8a6a73624dbd4f52899c1622d61292ca81567ed151a5350121
# fedora-42-5.3_opam-2.3
USER 1000:1000
ENV CLICOLOR_FORCE="1"
ENV OPAMCOLOR="always"
WORKDIR /src
RUN sudo dnf install -y findutils
RUN sudo ln -f /usr/bin/opam-2.3 /usr/bin/opam
RUN opam init --reinit -ni
RUN uname -rs && opam exec -- ocaml -version && opam --version
WORKDIR /src
RUN sudo chown opam /src
RUN cd ~/opam-repository && (git cat-file -e 64169c3d1d6774ef4ce0fcc471269bb09cd215f5 || git fetch origin master) && git reset -q --hard 64169c3d1d6774ef4ce0fcc471269bb09cd215f5 && git log --no-decorate -n1 --oneline && opam update -u
COPY --chown=1000:1000 neural_nets_lib.opam arrayjit.opam ./
RUN opam pin add -yn neural_nets_lib.dev './' && \
opam pin add -yn arrayjit.dev './'
RUN echo '(lang dune 3.0)' > './dune-project'
ENV DEPS="angstrom.0.16.1 astring.0.8.5 backoff.0.1.1 base.v0.17.3 base-bigarray.base base-bytes.base base-domains.base base-effects.base base-nnp.base base-threads.base base-unix.base bigarray-compat.1.1.0 bigstringaf.0.10.0 camlp-streams.5.0.1 camlzip.1.13 cmdliner.1.3.0 conf-libcurl.2 conf-libffi.2.0.0 conf-pkg-config.4 conf-zlib.1 cppo.1.8.0 csexp.1.5.2 csv.2.4 ctypes.0.23.0 ctypes-foreign.0.23.0 curl.0.10.0 dune.3.19.1 dune-configurator.3.19.1 fieldslib.v0.17.0 fmt.0.10.0 integers.0.7.0 jane-street-headers.v0.17.0 jst-config.v0.17.0 logs.0.9.0 mdx.2.5.0 mtime.2.1.0 multicore-magic.2.3.1 num.1.6 ocaml.5.3.0 ocaml-base-compiler.5.3.0 ocaml-compiler.5.3.0 ocaml-compiler-libs.v0.17.0 ocaml-config.3 ocaml-options-vanilla.1 ocaml-syntax-shims.1.0.0 ocaml-version.4.0.1 ocaml_intrinsics_kernel.v0.17.1 ocamlbuild.0.16.1 ocamlfind.1.9.8 parsexp.v0.17.0 pprint.20230830 ppx_assert.v0.17.0 ppx_base.v0.17.0 ppx_cold.v0.17.0 ppx_compare.v0.17.0 ppx_derivers.1.2.1 ppx_deriving.6.1.0 ppx_enumerate.v0.17.0 ppx_expect.v0.17.3 ppx_fields_conv.v0.17.0 ppx_globalize.v0.17.2 ppx_hash.v0.17.0 ppx_here.v0.17.0 ppx_inline_test.v0.17.1 ppx_minidebug.2.3.0 ppx_optcomp.v0.17.1 ppx_sexp_conv.v0.17.1 ppx_string.v0.17.0 ppx_variants_conv.v0.17.1 ppxlib.0.36.0 ppxlib_jane.v0.17.4 printbox.0.12 printbox-ext-plot.0.12 printbox-html.0.12 printbox-md.0.12 printbox-text.0.12 ptime.1.2.0 re.1.13.2 result.1.5 saturn_lockfree.0.5.0 seq.base sexplib.v0.17.0 sexplib0.v0.17.0 stdio.v0.17.0 stdlib-shims.0.3.0 thread-local-storage.0.2 time_now.v0.17.0 topkg.1.0.8 tyxml.4.6.0 uucp.16.0.0 uutf.1.0.4 variantslib.v0.17.0"
ENV CI="true"
ENV OCAMLCI="true"
RUN opam update --depexts && opam install --cli=2.3 --depext-only -y neural_nets_lib.dev arrayjit.dev $DEPS
RUN opam install $DEPS
COPY --chown=1000:1000 . /src
RUN opam exec -- dune build @install @check @runtest && rm -rf _build


END-OF-DOCKERFILE
docker build .
END-REPRO-BLOCK


2025-07-12 12:51.58: Using cache hint "ahrefs/ocannl-ocaml/opam:fedora-42-ocaml-5.3@sha256:ea1b0e805553bb8a6a73624dbd4f52899c1622d61292ca81567ed151a5350121-fedora-42-5.3_opam-2.3-ee06dfbb3e21290708c2c8a6224283e3"
2025-07-12 12:51.58: Using OBuilder spec:
((from ocaml/opam:fedora-42-ocaml-5.3@sha256:ea1b0e805553bb8a6a73624dbd4f52899c1622d61292ca81567ed151a5350121)
(comment fedora-42-5.3_opam-2.3)
(user (uid 1000) (gid 1000))
(env CLICOLOR_FORCE 1)
(env OPAMCOLOR always)
(workdir /src)
(run (network host)
(shell "sudo dnf install -y findutils"))
(run (shell "sudo ln -f /usr/bin/opam-2.3 /usr/bin/opam"))
(run (shell "opam init --reinit -ni"))
(run (shell "uname -rs && opam exec -- ocaml -version && opam --version"))
(workdir /src)
(run (shell "sudo chown opam /src"))
(run (cache (opam-archives (target /home/opam/.opam/download-cache)))
(network host)
(shell "cd ~/opam-repository && (git cat-file -e 64169c3d1d6774ef4ce0fcc471269bb09cd215f5 || git fetch origin master) && git reset -q --hard 64169c3d1d6774ef4ce0fcc471269bb09cd215f5 && git log --no-decorate -n1 --oneline && opam update -u"))
(copy (src neural_nets_lib.opam arrayjit.opam) (dst ./))
(run (network host)
(shell  "opam pin add -yn neural_nets_lib.dev './' && \
\nopam pin add -yn arrayjit.dev './'"))
(run (network host)
(shell "echo '(lang dune 3.0)' > './dune-project'"))
(env DEPS "angstrom.0.16.1 astring.0.8.5 backoff.0.1.1 base.v0.17.3 base-bigarray.base base-bytes.base base-domains.base base-effects.base base-nnp.base base-threads.base base-unix.base bigarray-compat.1.1.0 bigstringaf.0.10.0 camlp-streams.5.0.1 camlzip.1.13 cmdliner.1.3.0 conf-libcurl.2 conf-libffi.2.0.0 conf-pkg-config.4 conf-zlib.1 cppo.1.8.0 csexp.1.5.2 csv.2.4 ctypes.0.23.0 ctypes-foreign.0.23.0 curl.0.10.0 dune.3.19.1 dune-configurator.3.19.1 fieldslib.v0.17.0 fmt.0.10.0 integers.0.7.0 jane-street-headers.v0.17.0 jst-config.v0.17.0 logs.0.9.0 mdx.2.5.0 mtime.2.1.0 multicore-magic.2.3.1 num.1.6 ocaml.5.3.0 ocaml-base-compiler.5.3.0 ocaml-compiler.5.3.0 ocaml-compiler-libs.v0.17.0 ocaml-config.3 ocaml-options-vanilla.1 ocaml-syntax-shims.1.0.0 ocaml-version.4.0.1 ocaml_intrinsics_kernel.v0.17.1 ocamlbuild.0.16.1 ocamlfind.1.9.8 parsexp.v0.17.0 pprint.20230830 ppx_assert.v0.17.0 ppx_base.v0.17.0 ppx_cold.v0.17.0 ppx_compare.v0.17.0 ppx_derivers.1.2.1 ppx_deriving.6.1.0 ppx_enumerate.v0.17.0 ppx_expect.v0.17.3 ppx_fields_conv.v0.17.0 ppx_globalize.v0.17.2 ppx_hash.v0.17.0 ppx_here.v0.17.0 ppx_inline_test.v0.17.1 ppx_minidebug.2.3.0 ppx_optcomp.v0.17.1 ppx_sexp_conv.v0.17.1 ppx_string.v0.17.0 ppx_variants_conv.v0.17.1 ppxlib.0.36.0 ppxlib_jane.v0.17.4 printbox.0.12 printbox-ext-plot.0.12 printbox-html.0.12 printbox-md.0.12 printbox-text.0.12 ptime.1.2.0 re.1.13.2 result.1.5 saturn_lockfree.0.5.0 seq.base sexplib.v0.17.0 sexplib0.v0.17.0 stdio.v0.17.0 stdlib-shims.0.3.0 thread-local-storage.0.2 time_now.v0.17.0 topkg.1.0.8 tyxml.4.6.0 uucp.16.0.0 uutf.1.0.4 variantslib.v0.17.0")
(env CI true)
(env OCAMLCI true)
(run (cache (opam-archives (target /home/opam/.opam/download-cache)))
(network host)
(shell "opam update --depexts && opam install --cli=2.3 --depext-only -y neural_nets_lib.dev arrayjit.dev $DEPS"))
(run (cache (opam-archives (target /home/opam/.opam/download-cache)))
(network host)
(shell "opam install $DEPS"))
(copy (src .) (dst /src))
(run (shell "opam exec -- dune build @install @check @runtest && rm -rf _build"))
)


2025-07-12 12:51.58: Waiting for resource in pool OCluster
2025-07-12 12:51.59: Waiting for worker…
2025-07-12 12:51.59: Got resource from pool OCluster
Building on phoebe
HEAD is now at dbff017f Fix missing reshape in Tnode.create_with_reshape
HEAD is now at 166b2f63 Better naming Ndarray.apply


(from ocaml/opam:fedora-42-ocaml-5.3@sha256:ea1b0e805553bb8a6a73624dbd4f52899c1622d61292ca81567ed151a5350121)
2025-07-12 12:52.00 ---> using "a61c5f6f03734f3c3d167ce873b3e609ad74c9b026554f114b851960295fc4f2" from cache


/: (comment fedora-42-5.3_opam-2.3)


/: (user (uid 1000) (gid 1000))


/: (env CLICOLOR_FORCE 1)


/: (env OPAMCOLOR always)


/: (workdir /src)


/src: (run (network host)
(shell "sudo dnf install -y findutils"))
Updating and loading repositories:
Fedora 42 - x86_64 - Updates           100% |  69.4 KiB/s |   7.1 KiB |  00m00s
Fedora 42 - x86_64 - Updates           100% |   3.8 MiB/s |   3.3 MiB |  00m01s
Repositories loaded.
Nothing to do.
Package "findutils-1:4.10.0-5.fc42.x86_64" is already installed.


2025-07-12 12:52.00 ---> using "952e47f1c3af22704f09a97a8c702a3d77b24be7eb1ee33ddffe5e6f75537d20" from cache


/src: (run (shell "sudo ln -f /usr/bin/opam-2.3 /usr/bin/opam"))
2025-07-12 12:52.00 ---> using "2e10569377eff330cd0aeb07f0a1c557d1abe3231b2a7da554d1bb0648e45209" from cache


/src: (run (shell "opam init --reinit -ni"))
Configuring from /home/opam/.opamrc and then from built-in defaults.
Checking for available remotes: rsync and local, git.
- you won't be able to use mercurial repositories unless you install the hg command on your system.
- you won't be able to use darcs repositories unless you install the darcs command on your system.


This development version of opam requires an update to the layout of /home/opam/.opam from version 2.0 to version 2.2, which can't be reverted.
You may want to back it up before going further.


Continue? [y/n] y
Format upgrade done.


<><> Updating repositories ><><><><><><><><><><><><><><><><><><><><><><><><><><>
[default] Initialised
2025-07-12 12:52.00 ---> using "7be74babee42f4acbe09fe49d29394048539a2f5fdc47201479f4327d4923f4b" from cache


/src: (run (shell "uname -rs && opam exec -- ocaml -version && opam --version"))
Linux 6.8.0-63-generic
The OCaml toplevel, version 5.3.0
2.3.0
2025-07-12 12:52.00 ---> using "e3d7d420be7fd58ffbb0067e2054af46b2150d363cb125f6bec30877db445ad8" from cache


/src: (workdir /src)


/src: (run (shell "sudo chown opam /src"))
2025-07-12 12:52.00 ---> using "db67762010cc58a1eeb9fd06a886ab2f85728acbbc5892e77b7a0f06cac29d7c" from cache


/src: (run (cache (opam-archives (target /home/opam/.opam/download-cache)))
(network host)
(shell "cd ~/opam-repository && (git cat-file -e 64169c3d1d6774ef4ce0fcc471269bb09cd215f5 || git fetch origin master) && git reset -q --hard 64169c3d1d6774ef4ce0fcc471269bb09cd215f5 && git log --no-decorate -n1 --oneline && opam update -u"))
From https://github.com/ocaml/opam-repository
* branch                  master     -> FETCH_HEAD
6dea2f9390..0094db1438  master     -> origin/master
64169c3d1d Merge pull request #28149 from dbuenzli/b0-publish-logs.0.9.0


<><> Updating package repositories ><><><><><><><><><><><><><><><><><><><><><><>
[default] synchronised from git+file:///home/opam/opam-repository


Everything as up-to-date as possible (run with --verbose to show unavailable upgrades).
However, you may "opam upgrade" these packages explicitly, which will ask permission to downgrade or uninstall the conflicting packages.
Nothing to do.
# To update the current shell environment, run: eval $(opam env)
2025-07-12 12:52.00 ---> using "d622eb3d1f96cf697ff646afb61fcf49b1416ae97997bdc7d913b3df1db01fc5" from cache


/src: (copy (src neural_nets_lib.opam arrayjit.opam) (dst ./))
2025-07-12 12:52.00 ---> using "52a79665d65eb465f9cc915fbe7f883e576e0335f2404f3660a373f2be55d262" from cache


/src: (run (network host)
(shell  "opam pin add -yn neural_nets_lib.dev './' && \
\nopam pin add -yn arrayjit.dev './'"))
[neural_nets_lib.dev] synchronised (file:///src)
neural_nets_lib is now pinned to file:///src (version dev)
[arrayjit.dev] synchronised (file:///src)
arrayjit is now pinned to file:///src (version dev)
2025-07-12 12:52.00 ---> using "34d3e8d5e0b868c865794043343902f08c4a70dfa723f7101e7138dea6c611b7" from cache


/src: (run (network host)
(shell "echo '(lang dune 3.0)' > './dune-project'"))
2025-07-12 12:52.00 ---> using "c768a5590a12f2fa4b3ca3b46e905231b24d70c5378f2c506e278d8573fbc095" from cache


/src: (env DEPS "angstrom.0.16.1 astring.0.8.5 backoff.0.1.1 base.v0.17.3 base-bigarray.base base-bytes.base base-domains.base base-effects.base base-nnp.base base-threads.base base-unix.base bigarray-compat.1.1.0 bigstringaf.0.10.0 camlp-streams.5.0.1 camlzip.1.13 cmdliner.1.3.0 conf-libcurl.2 conf-libffi.2.0.0 conf-pkg-config.4 conf-zlib.1 cppo.1.8.0 csexp.1.5.2 csv.2.4 ctypes.0.23.0 ctypes-foreign.0.23.0 curl.0.10.0 dune.3.19.1 dune-configurator.3.19.1 fieldslib.v0.17.0 fmt.0.10.0 integers.0.7.0 jane-street-headers.v0.17.0 jst-config.v0.17.0 logs.0.9.0 mdx.2.5.0 mtime.2.1.0 multicore-magic.2.3.1 num.1.6 ocaml.5.3.0 ocaml-base-compiler.5.3.0 ocaml-compiler.5.3.0 ocaml-compiler-libs.v0.17.0 ocaml-config.3 ocaml-options-vanilla.1 ocaml-syntax-shims.1.0.0 ocaml-version.4.0.1 ocaml_intrinsics_kernel.v0.17.1 ocamlbuild.0.16.1 ocamlfind.1.9.8 parsexp.v0.17.0 pprint.20230830 ppx_assert.v0.17.0 ppx_base.v0.17.0 ppx_cold.v0.17.0 ppx_compare.v0.17.0 ppx_derivers.1.2.1 ppx_deriving.6.1.0 ppx_enumerate.v0.17.0 ppx_expect.v0.17.3 ppx_fields_conv.v0.17.0 ppx_globalize.v0.17.2 ppx_hash.v0.17.0 ppx_here.v0.17.0 ppx_inline_test.v0.17.1 ppx_minidebug.2.3.0 ppx_optcomp.v0.17.1 ppx_sexp_conv.v0.17.1 ppx_string.v0.17.0 ppx_variants_conv.v0.17.1 ppxlib.0.36.0 ppxlib_jane.v0.17.4 printbox.0.12 printbox-ext-plot.0.12 printbox-html.0.12 printbox-md.0.12 printbox-text.0.12 ptime.1.2.0 re.1.13.2 result.1.5 saturn_lockfree.0.5.0 seq.base sexplib.v0.17.0 sexplib0.v0.17.0 stdio.v0.17.0 stdlib-shims.0.3.0 thread-local-storage.0.2 time_now.v0.17.0 topkg.1.0.8 tyxml.4.6.0 uucp.16.0.0 uutf.1.0.4 variantslib.v0.17.0")


/src: (env CI true)


/src: (env OCAMLCI true)


/src: (run (cache (opam-archives (target /home/opam/.opam/download-cache)))
(network host)
(shell "opam update --depexts && opam install --cli=2.3 --depext-only -y neural_nets_lib.dev arrayjit.dev $DEPS"))
+ /usr/sbin/sudo "yum" "makecache"
- Updating and loading repositories:
- Repositories loaded.
- Metadata cache created.


<><> Synchronising pinned packages ><><><><><><><><><><><><><><><><><><><><><><>
[arrayjit.dev] synchronised (file:///src)
[neural_nets_lib.dev] synchronised (file:///src)


[NOTE] Package ocaml-options-vanilla is already installed (current version is 1).
[NOTE] Package ocaml-config is already installed (current version is 3).
[NOTE] Package ocaml-compiler is already installed (current version is 5.3.0).
[NOTE] Package ocaml-base-compiler is already installed (current version is 5.3.0).
[NOTE] Package ocaml is already installed (current version is 5.3.0).
[NOTE] Package base-unix is already installed (current version is base).
[NOTE] Package base-threads is already installed (current version is base).
[NOTE] Package base-nnp is already installed (current version is base).
[NOTE] Package base-effects is already installed (current version is base).
[NOTE] Package base-domains is already installed (current version is base).
[NOTE] Package base-bigarray is already installed (current version is base).


The following system packages will first need to be installed:
libcurl-devel libffi-devel zlib-ng-compat-devel


<><> Handling external dependencies <><><><><><><><><><><><><><><><><><><><><><>


+ /usr/sbin/sudo "yum" "install" "-y" "libcurl-devel" "libffi-devel" "zlib-ng-compat-devel"
- Updating and loading repositories:
- Repositories loaded.
- Package               Arch   Version         Repository      Size
- Installing:
-  libcurl-devel        x86_64 8.11.1-5.fc42   updates      1.3 MiB
-  libffi-devel         x86_64 3.4.6-5.fc42    fedora      33.1 KiB
-  zlib-ng-compat-devel x86_64 2.2.4-3.fc42    fedora     107.0 KiB
- Installing dependencies:
-  brotli               x86_64 1.1.0-6.fc42    fedora      31.6 KiB
-  brotli-devel         x86_64 1.1.0-6.fc42    fedora      65.6 KiB
-  cmake-filesystem     x86_64 3.31.6-2.fc42   fedora       0.0   B
-  keyutils-libs-devel  x86_64 1.6.3-5.fc42    fedora      48.2 KiB
-  krb5-devel           x86_64 1.21.3-6.fc42   updates    705.9 KiB
-  libcom_err-devel     x86_64 1.47.2-3.fc42   fedora      16.7 KiB
-  libidn2-devel        x86_64 2.3.8-1.fc42    fedora     149.1 KiB
-  libkadm5             x86_64 1.21.3-6.fc42   updates    213.9 KiB
-  libnghttp2-devel     x86_64 1.64.0-3.fc42   fedora     295.4 KiB
-  libpsl-devel         x86_64 0.21.5-5.fc42   fedora     110.3 KiB
-  libselinux-devel     x86_64 3.8-2.fc42      updates    126.8 KiB
-  libsepol-devel       x86_64 3.8-1.fc42      fedora     120.8 KiB
-  libssh-devel         x86_64 0.11.2-1.fc42   updates    178.0 KiB
-  libverto-devel       x86_64 0.3.2-10.fc42   fedora      25.7 KiB
-  openssl-devel        x86_64 1:3.2.4-3.fc42  fedora       4.3 MiB
-  pcre2-devel          x86_64 10.45-1.fc42    fedora       2.1 MiB
-  pcre2-utf16          x86_64 10.45-1.fc42    fedora     626.3 KiB
-  pcre2-utf32          x86_64 10.45-1.fc42    fedora     598.2 KiB
-  publicsuffix-list    noarch 20250616-1.fc42 updates    332.8 KiB
- 
- Transaction Summary:
-  Installing:        22 packages
- 
- Total size of inbound packages is 6 MiB. Need to download 6 MiB.
- After this operation, 11 MiB extra will be used (install 11 MiB, remove 0 B).
- [ 1/22] libffi-devel-0:3.4.6-5.fc42.x86 100% | 271.5 KiB/s |  28.8 KiB |  00m00s
- [ 2/22] zlib-ng-compat-devel-0:2.2.4-3. 100% | 349.3 KiB/s |  38.4 KiB |  00m00s
- [ 3/22] cmake-filesystem-0:3.31.6-2.fc4 100% |   1.0 MiB/s |  17.6 KiB |  00m00s
- [ 4/22] krb5-devel-0:1.21.3-6.fc42.x86_ 100% | 217.2 KiB/s | 142.5 KiB |  00m01s
- [ 5/22] libkadm5-0:1.21.3-6.fc42.x86_64 100% | 117.0 KiB/s |  76.4 KiB |  00m01s
- [ 6/22] brotli-devel-0:1.1.0-6.fc42.x86 100% | 471.2 KiB/s |  33.9 KiB |  00m00s
- [ 7/22] brotli-0:1.1.0-6.fc42.x86_64    100% | 687.8 KiB/s |  19.9 KiB |  00m00s
- [ 8/22] libidn2-devel-0:2.3.8-1.fc42.x8 100% |   2.0 MiB/s |  64.0 KiB |  00m00s
- [ 9/22] libnghttp2-devel-0:1.64.0-3.fc4 100% |   2.4 MiB/s |  55.7 KiB |  00m00s
- [10/22] libpsl-devel-0:0.21.5-5.fc42.x8 100% |   2.3 MiB/s |  33.2 KiB |  00m00s
- [11/22] libssh-devel-0:0.11.2-1.fc42.x8 100% |  80.4 KiB/s |  41.5 KiB |  00m01s
- [12/22] libcurl-devel-0:8.11.1-5.fc42.x 100% | 634.5 KiB/s | 881.9 KiB |  00m01s
- [13/22] libsepol-devel-0:3.8-1.fc42.x86 100% |   1.8 MiB/s |  48.4 KiB |  00m00s
- [14/22] keyutils-libs-devel-0:1.6.3-5.f 100% |   6.5 MiB/s |  59.9 KiB |  00m00s
- [15/22] libcom_err-devel-0:1.47.2-3.fc4 100% | 836.8 KiB/s |  16.7 KiB |  00m00s
- [16/22] libverto-devel-0:0.3.2-10.fc42. 100% | 799.9 KiB/s |  14.4 KiB |  00m00s
- [17/22] libselinux-devel-0:3.8-2.fc42.x 100% | 582.9 KiB/s | 151.5 KiB |  00m00s
- [18/22] openssl-devel-1:3.2.4-3.fc42.x8 100% |   4.3 MiB/s |   2.8 MiB |  00m01s
- [19/22] publicsuffix-list-0:20250616-1. 100% | 620.0 KiB/s |  89.9 KiB |  00m00s
- [20/22] pcre2-devel-0:10.45-1.fc42.x86_ 100% |   4.9 MiB/s | 543.4 KiB |  00m00s
- [21/22] pcre2-utf32-0:10.45-1.fc42.x86_ 100% |   2.1 MiB/s | 228.7 KiB |  00m00s
- [22/22] pcre2-utf16-0:10.45-1.fc42.x86_ 100% |   2.0 MiB/s | 241.9 KiB |  00m00s
- --------------------------------------------------------------------------------
- [22/22] Total                           100% |   2.8 MiB/s |   5.6 MiB |  00m02s
- Running transaction
- [ 1/24] Verify package files            100% | 282.0   B/s |  22.0   B |  00m00s
- [ 2/24] Prepare transaction             100% | 107.0   B/s |  22.0   B |  00m00s
- [ 3/24] Installing cmake-filesystem-0:3 100% |   1.5 MiB/s |   7.6 KiB |  00m00s
- [ 4/24] Installing zlib-ng-compat-devel 100% |  35.3 MiB/s | 108.5 KiB |  00m00s
- [ 5/24] Installing libssh-devel-0:0.11. 100% |  58.8 MiB/s | 180.6 KiB |  00m00s
- [ 6/24] Installing pcre2-utf32-0:10.45- 100% |  97.5 MiB/s | 599.1 KiB |  00m00s
- [ 7/24] Installing pcre2-utf16-0:10.45- 100% | 102.1 MiB/s | 627.1 KiB |  00m00s
- [ 8/24] Installing pcre2-devel-0:10.45- 100% |  65.4 MiB/s |   2.1 MiB |  00m00s
- [ 9/24] Installing publicsuffix-list-0: 100% |  81.5 MiB/s | 333.8 KiB |  00m00s
- [10/24] Installing libpsl-devel-0:0.21. 100% | 110.9 MiB/s | 113.6 KiB |  00m00s
- [11/24] Installing libverto-devel-0:0.3 100% |  25.7 MiB/s |  26.4 KiB |  00m00s
- [12/24] Installing libcom_err-devel-0:1 100% | 730.9 KiB/s |  18.3 KiB |  00m00s
- [13/24] Installing keyutils-libs-devel- 100% |  27.0 MiB/s |  55.2 KiB |  00m00s
- [14/24] Installing libsepol-devel-0:3.8 100% |  17.9 MiB/s | 128.3 KiB |  00m00s
- [15/24] Installing libselinux-devel-0:3 100% |   8.3 MiB/s | 161.6 KiB |  00m00s
- [16/24] Installing openssl-devel-1:3.2. 100% |  79.9 MiB/s |   5.2 MiB |  00m00s
- [17/24] Installing libnghttp2-devel-0:1 100% |  96.5 MiB/s | 296.5 KiB |  00m00s
- [18/24] Installing libidn2-devel-0:2.3. 100% |  76.5 MiB/s | 156.7 KiB |  00m00s
- [19/24] Installing brotli-0:1.1.0-6.fc4 100% |   1.3 MiB/s |  32.3 KiB |  00m00s
- [20/24] Installing brotli-devel-0:1.1.0 100% |  33.2 MiB/s |  68.0 KiB |  00m00s
- [21/24] Installing libkadm5-0:1.21.3-6. 100% |  52.7 MiB/s | 215.9 KiB |  00m00s
- [22/24] Installing krb5-devel-0:1.21.3- 100% |  18.9 MiB/s | 715.2 KiB |  00m00s
- [23/24] Installing libcurl-devel-0:8.11 100% |  33.2 MiB/s |   1.4 MiB |  00m00s
- [24/24] Installing libffi-devel-0:3.4.6 100% | 457.8 KiB/s |  34.8 KiB |  00m00s
- Complete!
+ /usr/sbin/rpm "-q" "--whatprovides" "libcurl-devel" "libffi-devel" "zlib-ng-compat-devel"
- libcurl-devel-8.11.1-5.fc42.x86_64
- libffi-devel-3.4.6-5.fc42.x86_64
- zlib-ng-compat-devel-2.2.4-3.fc42.x86_64
2025-07-12 12:52.00 ---> using "c98691df065c3a5a3abf8cf528a8fc9a5a966a1f21120f2b4f80feb42d6250da" from cache


/src: (run (cache (opam-archives (target /home/opam/.opam/download-cache)))
(network host)
(shell "opam install $DEPS"))
[NOTE] Package ocaml-options-vanilla is already installed (current version is 1).
[NOTE] Package ocaml-config is already installed (current version is 3).
[NOTE] Package ocaml-compiler is already installed (current version is 5.3.0).
[NOTE] Package ocaml-base-compiler is already installed (current version is 5.3.0).
[NOTE] Package ocaml is already installed (current version is 5.3.0).
[NOTE] Package base-unix is already installed (current version is base).
[NOTE] Package base-threads is already installed (current version is base).
[NOTE] Package base-nnp is already installed (current version is base).
[NOTE] Package base-effects is already installed (current version is base).
[NOTE] Package base-domains is already installed (current version is base).
[NOTE] Package base-bigarray is already installed (current version is base).
The following actions will be performed:
=== install 81 packages
- install angstrom                0.16.1
- install astring                 0.8.5
- install backoff                 0.1.1
- install base                    v0.17.3
- install base-bytes              base
- install bigarray-compat         1.1.0
- install bigstringaf             0.10.0
- install camlp-streams           5.0.1
- install camlzip                 1.13
- install cmdliner                1.3.0
- install conf-libcurl            2
- install conf-libffi             2.0.0
- install conf-pkg-config         4
- install conf-zlib               1
- install cppo                    1.8.0
- install csexp                   1.5.2
- install csv                     2.4
- install ctypes                  0.23.0
- install ctypes-foreign          0.23.0
- install curl                    0.10.0
- install dune                    3.19.1
- install dune-configurator       3.19.1
- install fieldslib               v0.17.0
- install fmt                     0.10.0
- install integers                0.7.0
- install jane-street-headers     v0.17.0
- install jst-config              v0.17.0
- install logs                    0.9.0
- install mdx                     2.5.0
- install mtime                   2.1.0
- install multicore-magic         2.3.1
- install num                     1.6
- install ocaml-compiler-libs     v0.17.0
- install ocaml-syntax-shims      1.0.0
- install ocaml-version           4.0.1
- install ocaml_intrinsics_kernel v0.17.1
- install ocamlbuild              0.16.1
- install ocamlfind               1.9.8
- install parsexp                 v0.17.0
- install pprint                  20230830
- install ppx_assert              v0.17.0
- install ppx_base                v0.17.0
- install ppx_cold                v0.17.0
- install ppx_compare             v0.17.0
- install ppx_derivers            1.2.1
- install ppx_deriving            6.1.0
- install ppx_enumerate           v0.17.0
- install ppx_expect              v0.17.3
- install ppx_fields_conv         v0.17.0
- install ppx_globalize           v0.17.2
- install ppx_hash                v0.17.0
- install ppx_here                v0.17.0
- install ppx_inline_test         v0.17.1
- install ppx_minidebug           2.3.0
- install ppx_optcomp             v0.17.1
- install ppx_sexp_conv           v0.17.1
- install ppx_string              v0.17.0
- install ppx_variants_conv       v0.17.1
- install ppxlib                  0.36.0
- install ppxlib_jane             v0.17.4
- install printbox                0.12
- install printbox-ext-plot       0.12
- install printbox-html           0.12
- install printbox-md             0.12
- install printbox-text           0.12
- install ptime                   1.2.0
- install re                      1.13.2
- install result                  1.5
- install saturn_lockfree         0.5.0
- install seq                     base
- install sexplib                 v0.17.0
- install sexplib0                v0.17.0
- install stdio                   v0.17.0
- install stdlib-shims            0.3.0
- install thread-local-storage    0.2
- install time_now                v0.17.0
- install topkg                   1.0.8
- install tyxml                   4.6.0
- install uucp                    16.0.0
- install uutf                    1.0.4
- install variantslib             v0.17.0


<><> Processing actions <><><><><><><><><><><><><><><><><><><><><><><><><><><><>
-> retrieved angstrom.0.16.1  (cached)
-> retrieved astring.0.8.5  (cached)
-> retrieved backoff.0.1.1  (cached)
-> retrieved bigarray-compat.1.1.0  (cached)
-> retrieved bigstringaf.0.10.0  (cached)
-> retrieved base.v0.17.3  (cached)
-> retrieved camlp-streams.5.0.1  (cached)
-> retrieved camlzip.1.13  (cached)
-> retrieved cmdliner.1.3.0  (cached)
-> retrieved cppo.1.8.0  (cached)
-> installed conf-libcurl.2
-> installed conf-pkg-config.4
-> retrieved csexp.1.5.2  (cached)
-> retrieved csv.2.4  (cached)
-> retrieved ctypes.0.23.0, ctypes-foreign.0.23.0  (cached)
-> installed conf-libffi.2.0.0
-> installed conf-zlib.1
-> retrieved curl.0.10.0  (cached)
-> retrieved fieldslib.v0.17.0  (cached)
-> retrieved fmt.0.10.0  (cached)
-> retrieved integers.0.7.0  (cached)
-> retrieved jane-street-headers.v0.17.0  (cached)
-> retrieved jst-config.v0.17.0  (cached)
-> retrieved logs.0.9.0  (cached)
-> retrieved mtime.2.1.0  (cached)
-> retrieved multicore-magic.2.3.1  (cached)
-> retrieved num.1.6  (cached)
-> retrieved mdx.2.5.0  (cached)
-> retrieved ocaml-compiler-libs.v0.17.0  (cached)
-> retrieved ocaml-syntax-shims.1.0.0  (cached)
-> retrieved ocaml-version.4.0.1  (cached)
-> retrieved ocaml_intrinsics_kernel.v0.17.1  (cached)
-> retrieved ocamlbuild.0.16.1  (cached)
-> retrieved ocamlfind.1.9.8  (cached)
-> retrieved parsexp.v0.17.0  (cached)
-> retrieved pprint.20230830  (cached)
-> retrieved dune.3.19.1, dune-configurator.3.19.1  (cached)
-> installed num.1.6
-> retrieved ppx_assert.v0.17.0  (cached)
-> retrieved ppx_base.v0.17.0  (cached)
-> retrieved ppx_cold.v0.17.0  (cached)
-> retrieved ppx_compare.v0.17.0  (cached)
-> retrieved ppx_derivers.1.2.1  (cached)
-> retrieved ppx_enumerate.v0.17.0  (cached)
-> retrieved ppx_expect.v0.17.3  (cached)
-> retrieved ppx_deriving.6.1.0  (cached)
-> retrieved ppx_fields_conv.v0.17.0  (cached)
-> retrieved ppx_globalize.v0.17.2  (cached)
-> retrieved ppx_hash.v0.17.0  (cached)
-> retrieved ppx_here.v0.17.0  (cached)
-> retrieved ppx_inline_test.v0.17.1  (cached)
-> retrieved ppx_optcomp.v0.17.1  (cached)
-> retrieved ppx_sexp_conv.v0.17.1  (cached)
-> retrieved ppx_string.v0.17.0  (cached)
-> retrieved ppx_minidebug.2.3.0  (cached)
-> retrieved ppx_variants_conv.v0.17.1  (cached)
-> retrieved ppxlib_jane.v0.17.4  (cached)
-> retrieved ptime.1.2.0  (cached)
-> retrieved re.1.13.2  (cached)
-> retrieved result.1.5  (cached)
-> retrieved saturn_lockfree.0.5.0  (cached)
-> retrieved seq.base  (cached)
-> installed seq.base
-> retrieved sexplib.v0.17.0  (cached)
-> retrieved sexplib0.v0.17.0  (cached)
-> retrieved stdio.v0.17.0  (cached)
-> retrieved stdlib-shims.0.3.0  (cached)
-> retrieved thread-local-storage.0.2  (cached)
-> retrieved ppxlib.0.36.0  (cached)
-> retrieved printbox.0.12, printbox-ext-plot.0.12, printbox-html.0.12, printbox-md.0.12, printbox-text.0.12  (cached)
-> retrieved time_now.v0.17.0  (cached)
-> retrieved topkg.1.0.8  (cached)
-> retrieved uutf.1.0.4  (cached)
-> retrieved variantslib.v0.17.0  (cached)
-> retrieved tyxml.4.6.0  (cached)
-> installed cmdliner.1.3.0
-> retrieved uucp.16.0.0  (cached)
-> installed ocamlfind.1.9.8
-> installed base-bytes.base
-> installed camlzip.1.13
-> installed ocamlbuild.0.16.1
-> installed topkg.1.0.8
-> installed mtime.2.1.0
-> installed uutf.1.0.4
-> installed fmt.0.10.0
-> installed ptime.1.2.0
-> installed astring.0.8.5
-> installed logs.0.9.0
-> installed dune.3.19.1
-> installed jane-street-headers.v0.17.0
-> installed bigarray-compat.1.1.0
-> installed csexp.1.5.2
-> installed backoff.0.1.1
-> installed camlp-streams.5.0.1
-> installed cppo.1.8.0
-> installed csv.2.4
-> installed multicore-magic.2.3.1
-> installed ocaml-compiler-libs.v0.17.0
-> installed ocaml-syntax-shims.1.0.0
-> installed ocaml-version.4.0.1
-> installed ocaml_intrinsics_kernel.v0.17.1
-> installed pprint.20230830
-> installed ppx_derivers.1.2.1
-> installed printbox.0.12
-> installed re.1.13.2
-> installed result.1.5
-> installed sexplib0.v0.17.0
-> installed stdlib-shims.0.3.0
-> installed thread-local-storage.0.2
-> installed saturn_lockfree.0.5.0
-> installed integers.0.7.0
-> installed parsexp.v0.17.0
-> installed dune-configurator.3.19.1
-> installed mdx.2.5.0
-> installed sexplib.v0.17.0
-> installed bigstringaf.0.10.0
-> installed tyxml.4.6.0
-> installed angstrom.0.16.1
-> installed printbox-html.0.12
-> installed curl.0.10.0
-> installed ctypes.0.23.0
-> installed uucp.16.0.0
-> installed ctypes-foreign.0.23.0
-> installed printbox-text.0.12
-> installed printbox-md.0.12
-> installed base.v0.17.3
-> installed printbox-ext-plot.0.12
-> installed variantslib.v0.17.0
-> installed fieldslib.v0.17.0
-> installed stdio.v0.17.0
-> installed ppxlib.0.36.0
-> installed ppx_optcomp.v0.17.1
-> installed ppxlib_jane.v0.17.4
-> installed ppx_cold.v0.17.0
-> installed ppx_here.v0.17.0
-> installed ppx_variants_conv.v0.17.1
-> installed ppx_fields_conv.v0.17.0
-> installed ppx_deriving.6.1.0
-> installed ppx_enumerate.v0.17.0
-> installed ppx_globalize.v0.17.2
-> installed ppx_compare.v0.17.0
-> installed ppx_sexp_conv.v0.17.1
-> installed ppx_hash.v0.17.0
-> installed ppx_assert.v0.17.0
-> installed ppx_base.v0.17.0
-> installed ppx_minidebug.2.3.0
-> installed jst-config.v0.17.0
-> installed ppx_string.v0.17.0
-> installed time_now.v0.17.0
-> installed ppx_inline_test.v0.17.1
-> installed ppx_expect.v0.17.3
Done.
# To update the current shell environment, run: eval $(opam env)
2025-07-12 12:52.00 ---> using "8a939845847558972961e38cfbf6ba422a16c3cb90ecc27d17d37adda11ec25e" from cache


/src: (copy (src .) (dst /src))
2025-07-12 12:52.00 ---> saved as "57dded280592bc666c310425fb8746ec1e4edcb13ac43b39941e916789aeafd7"


/src: (run (shell "opam exec -- dune build @install @check @runtest && rm -rf _build"))
File "arrayjit/test/dune", line 6, characters 7-15:
6 |   (pps ppx_jane)))
^^^^^^^^
Error: Library "ppx_jane" not found.
-> required by
_build/default/arrayjit/test/.merlin-conf/exe-test_numerical_types
-> required by alias arrayjit/test/check
(cd _build/default/test/config && ../../arrayjit/bin/read_config.exe --read=backend)


Welcome to OCANNL! Reading configuration defaults from /src/_build/default/test/config/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
Wrote value of 'backend' to ocannl_backend.txt
File "test_ppx/test_ppx_op_expected.ml", line 1, characters 0-0:
/usr/sbin/git --no-pager diff --no-index --color=always -u _build/default/test_ppx/test_ppx_op_expected.ml _build/default/test_ppx/test_ppx_op_actual.ml
diff --git a/_build/default/test_ppx/test_ppx_op_expected.ml b/_build/default/test_ppx/test_ppx_op_actual.ml
index a6aa4ae..c971ef0 100644
--- a/_build/default/test_ppx/test_ppx_op_expected.ml
+++ b/_build/default/test_ppx/test_ppx_op_actual.ml
@@ -2,20 +2,20 @@ open Base
open Ocannl
module TDSL = Operation.TDSL
let y0 =
-  let hey1 = TDSL.param ?values:None "hey1" in
+  let hey1 = TDSL.param ?value:None "hey1" in
let open! TDSL.O in
((+) ?label:(Some ["y0"]))
((( *. ) ?label:None) (TDSL.number (Float.of_int 2)) hey1)
(TDSL.number (Float.of_int 3))
let y1 =
-  let hey2 = TDSL.param ?values:None "hey2" in
+  let hey2 = TDSL.param ?value:None "hey2" in
let open! TDSL.O in
fun x ->
((+) ?label:(Some
(List.concat [["y1"]; (x.Tensor.value).Ir.Tnode.label])))
((( * ) ?label:None) hey2 (TDSL.number (Float.of_int 2))) x
let y2 =
-  let hey3 = TDSL.param ?values:None "hey3" in
+  let hey3 = TDSL.param ?value:None "hey3" in
let open! TDSL.O in
fun x1 x2 ->
((+) ?label:(Some
@@ -36,14 +36,14 @@ let b =
~output_dims:[2]
[|(Float.of_int 7);(Float.of_int 8);(Float.of_int 9);(Float.of_int 10)|]
let y =
-  let hey4 = TDSL.param ?values:None "hey4" in
+  let hey4 = TDSL.param ?value:None "hey4" in
let open! TDSL.O in
((+) ?label:(Some ["y"]))
((( * ) ?label:None) hey4 (TDSL.number ?label:None ~axis_label:"q" 2.0))
(TDSL.number ?label:None ~axis_label:"p" 1.0)
let z =
-  let hey5 = TDSL.param ?values:None "hey5"
-  and hey6 = TDSL.param ?values:None "hey6" in
+  let hey5 = TDSL.param ?value:None "hey5"
+  and hey6 = TDSL.param ?value:None "hey6" in
let open! TDSL.O in
((+) ?label:(Some ["z"]))
((( * ) ?label:None) (TDSL.number ?label:None ~axis_label:"q" 2.0) hey5)
@@ -51,8 +51,8 @@ let z =
let stride = 2
and dilation = 3
let z2 =
-  let hey7 = TDSL.param ?values:None "hey7"
-  and hey8 = TDSL.param ?values:None "hey8" in
+  let hey7 = TDSL.param ?value:None "hey7"
+  and hey8 = TDSL.param ?value:None "hey8" in
let open! TDSL.O in
TDSL.einsum ?label:(Some ["z2"])
(String.concat ~sep:""
@@ -61,8 +61,8 @@ let z2 =
let z3 =
let s = 2
and d = 3 in
-  let hey10 = TDSL.param ?values:None "hey10"
-  and hey9 = TDSL.param ?values:None "hey9" in
+  let hey10 = TDSL.param ?value:None "hey10"
+  and hey9 = TDSL.param ?value:None "hey9" in
let open! TDSL.O in
TDSL.einsum ?label:(Some [])
(String.concat ~sep:""
@@ -78,7 +78,7 @@ let mlp_layer =
let b =
(TDSL.param ~more_label:(config.label)) ~output_dims:[config.hid_dim]
"b"
-      and w = (TDSL.param ~more_label:(config.label)) ?values:None "w" in
+      and w = (TDSL.param ~more_label:(config.label)) ?value:None "w" in
fun x ->
(relu
?label:(Some
File "test/einsum/test_conv_syntax.expected", line 1, characters 0-0:
/usr/sbin/git --no-pager diff --no-index --color=always -u _build/default/test/einsum/test_conv_syntax.expected _build/default/test/einsum/test_conv_syntax.exe.output
diff --git a/_build/default/test/einsum/test_conv_syntax.expected b/_build/default/test/einsum/test_conv_syntax.exe.output
index 7098c49..02f1b08 100644
--- a/_build/default/test/einsum/test_conv_syntax.expected
+++ b/_build/default/test/einsum/test_conv_syntax.exe.output
@@ -1,5 +1,5 @@


-Welcome to OCANNL! Reading configuration defaults from /Users/lukstafi/ocannl/_build/default/test/einsum/ocannl_config.
+Welcome to OCANNL! Reading configuration defaults from /src/_build/default/test/einsum/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
Testing conv syntax parsing...
File "test/test_print_style.expected", line 1, characters 0-0:
/usr/sbin/git --no-pager diff --no-index --color=always -u _build/default/test/test_print_style.expected _build/default/test/test_print_style.exe.output
diff --git a/_build/default/test/test_print_style.expected b/_build/default/test/test_print_style.exe.output
index e51ab37..c55c8ad 100644
--- a/_build/default/test/test_print_style.expected
+++ b/_build/default/test/test_print_style.exe.output
@@ -1,5 +1,5 @@


-Welcome to OCANNL! Reading configuration defaults from /Users/lukstafi/ocannl/_build/default/test/ocannl_config.
+Welcome to OCANNL! Reading configuration defaults from /src/_build/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
Testing print_style functionality:
(cd _build/default/test_ppx && ./test_ppx_op.exe)


Welcome to OCANNL! Reading configuration defaults from /src/_build/default/test_ppx/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
(cd _build/default/test_ppx && ./test_ppx_op_expected.exe)


Welcome to OCANNL! Reading configuration defaults from /src/_build/default/test_ppx/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
(cd _build/.sandbox/eda8b1128941f156f63e3a82f03a55f8/default/test && .tutorials.inline-tests/inline-test-runner.exe inline-test-runner tutorials -partition 'Retrieving commandline, environment, or config file variable ocannl_log_level' -source-tree-root .. -diff-cmd -)


Welcome to OCANNL! Reading configuration defaults from /src/_build/.sandbox/eda8b1128941f156f63e3a82f03a55f8/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
(cd _build/.sandbox/eda8b1128941f156f63e3a82f03a55f8/default/test && .tutorials.inline-tests/inline-test-runner.exe inline-test-runner tutorials -partition 'Welcome to OCANNL! Reading configuration defaults from /src/_build/.sandbox/72d14a85696b3e0e915b9ccc96798a6c/default/test/ocannl_config.' -source-tree-root .. -diff-cmd -)


Welcome to OCANNL! Reading configuration defaults from /src/_build/.sandbox/eda8b1128941f156f63e3a82f03a55f8/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
(cd _build/.sandbox/eda8b1128941f156f63e3a82f03a55f8/default/test && .tutorials.inline-tests/inline-test-runner.exe inline-test-runner tutorials -partition '' -source-tree-root .. -diff-cmd -)


Welcome to OCANNL! Reading configuration defaults from /src/_build/.sandbox/eda8b1128941f156f63e3a82f03a55f8/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
(cd _build/.sandbox/eda8b1128941f156f63e3a82f03a55f8/default/test && .tutorials.inline-tests/inline-test-runner.exe inline-test-runner tutorials -partition 'Found 0, in the config file' -source-tree-root .. -diff-cmd -)


Welcome to OCANNL! Reading configuration defaults from /src/_build/.sandbox/eda8b1128941f156f63e3a82f03a55f8/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
File "test/dune", lines 30-40, characters 0-281:
30 | (rule
31 |  (alias runtest)
32 |  (target
33 |   (dir log_files))
34 |  (action
35 |   (run
36 |    %{dep:micrograd_demo_logging.exe}
37 |    "--ocannl_debug_backend=text"
38 |    "--ocannl_log_file_stem=micrograd_demo_logging"
39 |    "--ocannl_log_main_domain_to_stdout=false"
40 |    "--ocannl_debug_log_to_stream_files=true")))
(cd _build/default/test && ./micrograd_demo_logging.exe --ocannl_debug_backend=text --ocannl_log_file_stem=micrograd_demo_logging --ocannl_log_main_domain_to_stdout=false --ocannl_debug_log_to_stream_files=true)


Welcome to OCANNL! Reading configuration defaults from /src/_build/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
Retrieving commandline, environment, or config file variable ocannl_backend
Found multicore_cc, in the config file
Retrieving commandline, environment, or config file variable ocannl_limit_constant_fill_size
Not found, using default 256
Retrieving commandline, environment, or config file variable ocannl_cd_ident_style
Not found, using default heuristic
Retrieving commandline, environment, or config file variable ocannl_ll_ident_style
Not found, using default heuristic
Retrieving commandline, environment, or config file variable ocannl_prefer_backend_uniformity
Found true, in the config file
Retrieving commandline, environment, or config file variable ocannl_debug_log_to_stream_files
Found true, commandline --ocannl_debug_log_to_stream_files=true
Retrieving commandline, environment, or config file variable ocannl_cc_backend_optimization_level
Not found, using default 3
Retrieving commandline, environment, or config file variable ocannl_cc_backend_compiler_command
Not found, using default gcc
Retrieving commandline, environment, or config file variable ocannl_cc_backend_verify_codesign
Not found, using default false
Fatal error: exception File "src/printbox-text/PrintBox_text.ml", line 212, characters 6-12: Assertion failed
Raised at PrintBox_text.Output.Make_out.to_buf_aux_ in file "src/printbox-text/PrintBox_text.ml", line 212, characters 6-50
Called from Stdlib__Map.Make.fold in file "map.ml", line 329, characters 19-42
Called from Stdlib__Map.Make.fold in file "map.ml", line 329, characters 26-41
Called from Stdlib__Map.Make.fold in file "map.ml", line 329, characters 26-41
Called from Stdlib__Map.Make.fold in file "map.ml", line 329, characters 26-41
Called from PrintBox_text.Output.Make_out.render in file "src/printbox-text/PrintBox_text.ml", line 242, characters 14-64
Called from PrintBox_text.output in file "src/printbox-text/PrintBox_text.ml", line 851, characters 2-31
Called from Minidebug_runtime.PrintBox.output_box in file "minidebug_runtime.ml", line 1527, characters 19-59
Called from Minidebug_runtime.PrintBox.close_log_impl.close_tree in file "minidebug_runtime.ml", line 1572, characters 6-38
Called from Backends.Add_buffer_retrieval_and_syncing.sync_routine in file "arrayjit/lib/backends.ml", lines 207-235, characters 31-82
Called from Backends.Raise_backend.link in file "arrayjit/lib/backends.ml", lines 539-540, characters 4-92
Re-raised at Backends.Raise_backend.link in file "arrayjit/lib/backends.ml", lines 526-540, characters 23-92
Called from Dune__exe__Micrograd_demo_logging in file "test/micrograd_demo_logging.ml", line 36, characters 13-76
(cd _build/.sandbox/eda8b1128941f156f63e3a82f03a55f8/default/test && .tutorials.inline-tests/inline-test-runner.exe inline-test-runner tutorials -partition zero2hero_1of7.ml -source-tree-root .. -diff-cmd -)


Welcome to OCANNL! Reading configuration defaults from /src/_build/.sandbox/eda8b1128941f156f63e3a82f03a55f8/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
(cd _build/.sandbox/eda8b1128941f156f63e3a82f03a55f8/default/test && .tutorials.inline-tests/inline-test-runner.exe inline-test-runner tutorials -partition primitive_ops.ml -source-tree-root .. -diff-cmd -)


Welcome to OCANNL! Reading configuration defaults from /src/_build/.sandbox/eda8b1128941f156f63e3a82f03a55f8/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
(cd _build/.sandbox/eda8b1128941f156f63e3a82f03a55f8/default/test && .tutorials.inline-tests/inline-test-runner.exe inline-test-runner tutorials -partition micrograd_demo.ml -source-tree-root .. -diff-cmd -)


Welcome to OCANNL! Reading configuration defaults from /src/_build/.sandbox/eda8b1128941f156f63e3a82f03a55f8/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
File "test/einsum/einsum_trivia_exec.expected", line 1, characters 0-0:
/usr/sbin/git --no-pager diff --no-index --color=always -u _build/default/test/einsum/einsum_trivia_exec.expected _build/default/test/einsum/einsum_trivia_exec.exe.output
diff --git a/_build/default/test/einsum/einsum_trivia_exec.expected b/_build/default/test/einsum/einsum_trivia_exec.exe.output
index ab456b5..2b6fff7 100644
--- a/_build/default/test/einsum/einsum_trivia_exec.expected
+++ b/_build/default/test/einsum/einsum_trivia_exec.exe.output
@@ -1,5 +1,5 @@


-Welcome to OCANNL! Reading configuration defaults from /Users/lukstafi/ocannl/_build/default/test/einsum/ocannl_config.
+Welcome to OCANNL! Reading configuration defaults from /src/_build/default/test/einsum/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
HERE: test/einsum/einsum_trivia_exec.ml:31:21
@@ -735,173 +735,173 @@ HERE: test/einsum/einsum_trivia_exec.ml:269:21


HERE: test/einsum/einsum_trivia_exec.ml:298:21
-┌────────────────────────────────┐
-│[9]: ;=>+ shape 0:4,1:5,2:6,3:3 │
-│┌──────┬──────────────────┐     │
-││0 @ 0 │axis 3            │     │
-│├──────┼──────────────────┤     │
-││0 @ 1 │ 0.00  0.00  0.00 │     │
-││axis 2│ 0.00  0.00  1.00 │     │
-││      │ ...   ...   ...  │     │
-││      │ 0.00  0.00  4.00 │     │
-││      │ 0.00  0.00  5.00 │     │
-│├──────┼──────────────────┤     │
-││1 @ 1 │ 0.00  1.00  0.00 │     │
-││axis 2│ 0.00  1.00  1.00 │     │
-││      │ ...   ...   ...  │     │
-││      │ 0.00  1.00  4.00 │     │
-││      │ 0.00  1.00  5.00 │     │
-│├──────┼──────────────────┤     │
-││2 @ 1 │ 0.00  2.00  0.00 │     │
-││axis 2│ 0.00  2.00  1.00 │     │
-││      │ ...   ...   ...  │     │
-││      │ 0.00  2.00  4.00 │     │
-││      │ 0.00  2.00  5.00 │     │
-│├──────┼──────────────────┤     │
-││3 @ 1 │ 0.00  3.00  0.00 │     │
-││axis 2│ 0.00  3.00  1.00 │     │
-││      │ ...   ...   ...  │     │
-││      │ 0.00  3.00  4.00 │     │
-││      │ 0.00  3.00  5.00 │     │
-│├──────┼──────────────────┤     │
-││4 @ 1 │ 0.00  4.00  0.00 │     │
-││axis 2│ 0.00  4.00  1.00 │     │
-││      │ ...   ...   ...  │     │
-││      │ 0.00  4.00  4.00 │     │
-││      │ 0.00  4.00  5.00 │     │
-│└──────┴──────────────────┘     │
-├────────────────────────────────┤
-│┌──────┬──────────────────┐     │
-││1 @ 0 │axis 3            │     │
-│├──────┼──────────────────┤     │
-││0 @ 1 │ 1.00  0.00  0.00 │     │
-││axis 2│ 1.00  0.00  1.00 │     │
-││      │ ...   ...   ...  │     │
-││      │ 1.00  0.00  4.00 │     │
-││      │ 1.00  0.00  5.00 │     │
-│├──────┼──────────────────┤     │
-││1 @ 1 │ 1.00  1.00  0.00 │     │
-││axis 2│ 1.00  1.00  1.00 │     │
-││      │ ...   ...   ...  │     │
-││      │ 1.00  1.00  4.00 │     │
-││      │ 1.00  1.00  5.00 │     │
-│├──────┼──────────────────┤     │
-││2 @ 1 │ 1.00  2.00  0.00 │     │
-││axis 2│ 1.00  2.00  1.00 │     │
-││      │ ...   ...   ...  │     │
-││      │ 1.00  2.00  4.00 │     │
-││      │ 1.00  2.00  5.00 │     │
-│├──────┼──────────────────┤     │
-││3 @ 1 │ 1.00  3.00  0.00 │     │
-││axis 2│ 1.00  3.00  1.00 │     │
-││      │ ...   ...   ...  │     │
-││      │ 1.00  3.00  4.00 │     │
-││      │ 1.00  3.00  5.00 │     │
-│├──────┼──────────────────┤     │
-││4 @ 1 │ 1.00  4.00  0.00 │     │
-││axis 2│ 1.00  4.00  1.00 │     │
-││      │ ...   ...   ...  │     │
-││      │ 1.00  4.00  4.00 │     │
-││      │ 1.00  4.00  5.00 │     │
-│└──────┴──────────────────┘     │
-├────────────────────────────────┤
-│┌──────┬──────────────────┐     │
-││2 @ 0 │axis 3            │     │
-│├──────┼──────────────────┤     │
-││0 @ 1 │ 2.00  0.00  0.00 │     │
-││axis 2│ 2.00  0.00  1.00 │     │
-││      │ ...   ...   ...  │     │
-││      │ 2.00  0.00  4.00 │     │
-││      │ 2.00  0.00  5.00 │     │
-│├──────┼──────────────────┤     │
-││1 @ 1 │ 2.00  1.00  0.00 │     │
-││axis 2│ 2.00  1.00  1.00 │     │
-││      │ ...   ...   ...  │     │
-││      │ 2.00  1.00  4.00 │     │
-││      │ 2.00  1.00  5.00 │     │
-│├──────┼──────────────────┤     │
-││2 @ 1 │ 2.00  2.00  0.00 │     │
-││axis 2│ 2.00  2.00  1.00 │     │
-││      │ ...   ...   ...  │     │
-││      │ 2.00  2.00  4.00 │     │
-││      │ 2.00  2.00  5.00 │     │
-│├──────┼──────────────────┤     │
-││3 @ 1 │ 2.00  3.00  0.00 │     │
-││axis 2│ 2.00  3.00  1.00 │     │
-││      │ ...   ...   ...  │     │
-││      │ 2.00  3.00  4.00 │     │
-││      │ 2.00  3.00  5.00 │     │
-│├──────┼──────────────────┤     │
-││4 @ 1 │ 2.00  4.00  0.00 │     │
-││axis 2│ 2.00  4.00  1.00 │     │
-││      │ ...   ...   ...  │     │
-││      │ 2.00  4.00  4.00 │     │
-││      │ 2.00  4.00  5.00 │     │
-│└──────┴──────────────────┘     │
-├────────────────────────────────┤
-│┌──────┬──────────────────┐     │
-││3 @ 0 │axis 3            │     │
-│├──────┼──────────────────┤     │
-││0 @ 1 │ 3.00  0.00  0.00 │     │
-││axis 2│ 3.00  0.00  1.00 │     │
-││      │ ...   ...   ...  │     │
-││      │ 3.00  0.00  4.00 │     │
-││      │ 3.00  0.00  5.00 │     │
-│├──────┼──────────────────┤     │
-││1 @ 1 │ 3.00  1.00  0.00 │     │
-││axis 2│ 3.00  1.00  1.00 │     │
-││      │ ...   ...   ...  │     │
-││      │ 3.00  1.00  4.00 │     │
-││      │ 3.00  1.00  5.00 │     │
-│├──────┼──────────────────┤     │
-││2 @ 1 │ 3.00  2.00  0.00 │     │
-││axis 2│ 3.00  2.00  1.00 │     │
-││      │ ...   ...   ...  │     │
-││      │ 3.00  2.00  4.00 │     │
-││      │ 3.00  2.00  5.00 │     │
-│├──────┼──────────────────┤     │
-││3 @ 1 │ 3.00  3.00  0.00 │     │
-││axis 2│ 3.00  3.00  1.00 │     │
-││      │ ...   ...   ...  │     │
-││      │ 3.00  3.00  4.00 │     │
-││      │ 3.00  3.00  5.00 │     │
-│├──────┼──────────────────┤     │
-││4 @ 1 │ 3.00  4.00  0.00 │     │
-││axis 2│ 3.00  4.00  1.00 │     │
-││      │ ...   ...   ...  │     │
-││      │ 3.00  4.00  4.00 │     │
-││      │ 3.00  4.00  5.00 │     │
-│└──────┴──────────────────┘     │
-└────────────────────────────────┘
+┌───────────────────────────────────┐
+│[9]: ;=>+ shape 0:4,1:5,2:6,3:3    │
+│┌──────┬─────────────────────────┐ │
+││0 @ 0 │axis 3                   │ │
+│├──────┼─────────────────────────┤ │
+││0 @ 1 │ 5.67e-3  0.00      0.00 │ │
+││axis 2│ 5.67e-3  0.00      1.00 │ │
+││      │ ...      ...       ...  │ │
+││      │ 5.67e-3  4.26e-41  4.00 │ │
+││      │ 5.67e-3  1.89e-7   5.00 │ │
+│├──────┼─────────────────────────┤ │
+││1 @ 1 │ 3.42e-40  1.00  0.00    │ │
+││axis 2│ 0.00      1.00  1.00    │ │
+││      │ ...       ...   ...     │ │
+││      │ 1.89e-7   1.00  4.00    │ │
+││      │ 0.00      1.00  5.00    │ │
+│├──────┼─────────────────────────┤ │
+││2 @ 1 │ 3.42e-40  2.00  0.00    │ │
+││axis 2│ 0.00      2.00  1.00    │ │
+││      │ ...       ...   ...     │ │
+││      │ 1.89e-7   2.00  4.00    │ │
+││      │ 0.00      2.00  5.00    │ │
+│├──────┼─────────────────────────┤ │
+││3 @ 1 │ 3.42e-40  3.00  0.00    │ │
+││axis 2│ 0.00      3.00  1.00    │ │
+││      │ ...       ...   ...     │ │
+││      │ 1.89e-7   3.00  4.00    │ │
+││      │ 0.00      3.00  5.00    │ │
+│├──────┼─────────────────────────┤ │
+││4 @ 1 │ 1.91e-7  4.00  2.80e-33 │ │
+││axis 2│ 1.91e-7  4.00  1.00     │ │
+││      │ ...      ...   ...      │ │
+││      │ 3.81e-7  4.00  4.00     │ │
+││      │ 1.91e-7  4.00  5.00     │ │
+│└──────┴─────────────────────────┘ │
+├───────────────────────────────────┤
+│┌──────┬──────────────────────────┐│
+││1 @ 0 │axis 3                    ││
+│├──────┼──────────────────────────┤│
+││0 @ 1 │ 1.00  2.89e+32  2.36e+21 ││
+││axis 2│ 1.00  2.89e+32  2.36e+21 ││
+││      │ ...   ...       ...      ││
+││      │ 1.00  2.89e+32  2.36e+21 ││
+││      │ 1.00  2.89e+32  2.36e+21 ││
+│├──────┼──────────────────────────┤│
+││1 @ 1 │ 1.00  2.89e+32  2.36e+21 ││
+││axis 2│ 1.00  2.89e+32  2.36e+21 ││
+││      │ ...   ...       ...      ││
+││      │ 1.00  2.89e+32  2.36e+21 ││
+││      │ 1.00  2.89e+32  2.36e+21 ││
+│├──────┼──────────────────────────┤│
+││2 @ 1 │ 1.00  2.89e+32  2.36e+21 ││
+││axis 2│ 1.00  2.89e+32  2.36e+21 ││
+││      │ ...   ...       ...      ││
+││      │ 1.00  2.89e+32  2.36e+21 ││
+││      │ 1.00  2.89e+32  2.36e+21 ││
+│├──────┼──────────────────────────┤│
+││3 @ 1 │ 1.00  2.89e+32  2.36e+21 ││
+││axis 2│ 1.00  2.89e+32  2.36e+21 ││
+││      │ ...   ...       ...      ││
+││      │ 1.00  2.89e+32  2.36e+21 ││
+││      │ 1.00  2.89e+32  2.36e+21 ││
+│├──────┼──────────────────────────┤│
+││4 @ 1 │ 1.00  2.89e+32  2.36e+21 ││
+││axis 2│ 1.00  2.89e+32  2.36e+21 ││
+││      │ ...   ...       ...      ││
+││      │ 1.00  2.89e+32  2.36e+21 ││
+││      │ 1.00  2.89e+32  2.36e+21 ││
+│└──────┴──────────────────────────┘│
+├───────────────────────────────────┤
+│┌──────┬─────────────────────────┐ │
+││2 @ 0 │axis 3                   │ │
+│├──────┼─────────────────────────┤ │
+││0 @ 1 │ 2.00  4.12e-8  1.29e+19 │ │
+││axis 2│ 2.00  4.12e-8  1.29e+19 │ │
+││      │ ...   ...      ...      │ │
+││      │ 2.00  4.12e-8  1.29e+19 │ │
+││      │ 2.00  2.31e-7  1.29e+19 │ │
+│├──────┼─────────────────────────┤ │
+││1 @ 1 │ 2.00  1.00  1.29e+19    │ │
+││axis 2│ 2.00  1.00  1.29e+19    │ │
+││      │ ...   ...   ...         │ │
+││      │ 2.00  1.00  1.29e+19    │ │
+││      │ 2.00  1.00  1.29e+19    │ │
+│├──────┼─────────────────────────┤ │
+││2 @ 1 │ 2.00  2.00  1.29e+19    │ │
+││axis 2│ 2.00  2.00  1.29e+19    │ │
+││      │ ...   ...   ...         │ │
+││      │ 2.00  2.00  1.29e+19    │ │
+││      │ 2.00  2.00  1.29e+19    │ │
+│├──────┼─────────────────────────┤ │
+││3 @ 1 │ 2.00  3.00  1.29e+19    │ │
+││axis 2│ 2.00  3.00  1.29e+19    │ │
+││      │ ...   ...   ...         │ │
+││      │ 2.00  3.00  1.29e+19    │ │
+││      │ 2.00  3.00  1.29e+19    │ │
+│├──────┼─────────────────────────┤ │
+││4 @ 1 │ 2.00  4.00  1.29e+19    │ │
+││axis 2│ 2.00  4.00  1.29e+19    │ │
+││      │ ...   ...   ...         │ │
+││      │ 2.00  4.00  1.29e+19    │ │
+││      │ 2.00  4.00  1.29e+19    │ │
+│└──────┴─────────────────────────┘ │
+├───────────────────────────────────┤
+│┌──────┬─────────────────────────┐ │
+││3 @ 0 │axis 3                   │ │
+│├──────┼─────────────────────────┤ │
+││0 @ 1 │ 3.00  1.30e-8  7.52e+28 │ │
+││axis 2│ 3.00  1.30e-8  7.52e+28 │ │
+││      │ ...   ...      ...      │ │
+││      │ 3.00  1.30e-8  7.52e+28 │ │
+││      │ 3.00  2.02e-7  7.52e+28 │ │
+│├──────┼─────────────────────────┤ │
+││1 @ 1 │ 3.00  1.00  7.52e+28    │ │
+││axis 2│ 3.00  1.00  7.52e+28    │ │
+││      │ ...   ...   ...         │ │
+││      │ 3.00  1.00  7.52e+28    │ │
+││      │ 3.00  1.00  7.52e+28    │ │
+│├──────┼─────────────────────────┤ │
+││2 @ 1 │ 3.00  2.00  7.52e+28    │ │
+││axis 2│ 3.00  2.00  7.52e+28    │ │
+││      │ ...   ...   ...         │ │
+││      │ 3.00  2.00  7.52e+28    │ │
+││      │ 3.00  2.00  7.52e+28    │ │
+│├──────┼─────────────────────────┤ │
+││3 @ 1 │ 3.00  3.00  7.52e+28    │ │
+││axis 2│ 3.00  3.00  7.52e+28    │ │
+││      │ ...   ...   ...         │ │
+││      │ 3.00  3.00  7.52e+28    │ │
+││      │ 3.00  3.00  7.52e+28    │ │
+│├──────┼─────────────────────────┤ │
+││4 @ 1 │ 3.00  4.00  7.52e+28    │ │
+││axis 2│ 3.00  4.00  7.52e+28    │ │
+││      │ ...   ...   ...         │ │
+││      │ 3.00  4.00  7.52e+28    │ │
+││      │ 3.00  4.00  7.52e+28    │ │
+│└──────┴─────────────────────────┘ │
+└───────────────────────────────────┘


HERE: test/einsum/einsum_trivia_exec.ml:299:21
-┌───────────────────────────┐
-│[1]: =>_ti shape 0:4,1:3   │
-│┌──────┬──────────────────┐│
-││      │axis 1            ││
-│├──────┼──────────────────┤│
-││axis 0│ 0.00  0.00  0.00 ││
-││      │ 1.00  0.00  0.00 ││
-││      │ 2.00  0.00  0.00 ││
-││      │ 3.00  0.00  0.00 ││
-│└──────┴──────────────────┘│
-└───────────────────────────┘
+┌───────────────────────────────────┐
+│[1]: =>_ti shape 0:4,1:3           │
+│┌──────┬──────────────────────────┐│
+││      │axis 1                    ││
+│├──────┼──────────────────────────┤│
+││axis 0│ 0.00  0.00      0.00     ││
+││      │ 1.00  2.89e+32  2.36e+21 ││
+││      │ 2.00  4.12e-8   1.29e+19 ││
+││      │ 3.00  1.30e-8   7.52e+28 ││
+│└──────┴──────────────────────────┘│
+└───────────────────────────────────┘


HERE: test/einsum/einsum_trivia_exec.ml:300:21
-┌───────────────────────────┐
-│[7]: =>_tk shape 0:6,1:3   │
-│┌──────┬──────────────────┐│
-││      │axis 1            ││
-│├──────┼──────────────────┤│
-││axis 0│ 0.00  0.00  0.00 ││
-││      │ 0.00  0.00  1.00 ││
-││      │ ...   ...   ...  ││
-││      │ 0.00  0.00  4.00 ││
-││      │ 0.00  0.00  5.00 ││
-│└──────┴──────────────────┘│
-└───────────────────────────┘
+┌───────────────────────────────────┐
+│[7]: =>_tk shape 0:6,1:3           │
+│┌──────┬──────────────────────────┐│
+││      │axis 1                    ││
+│├──────┼──────────────────────────┤│
+││axis 0│ 3.42e-40  0.00      0.00 ││
+││      │ 0.00      0.00      1.00 ││
+││      │ ...       ...       ...  ││
+││      │ 1.89e-7   4.26e-41  4.00 ││
+││      │ 0.00      1.89e-7   5.00 ││
+│└──────┴──────────────────────────┘│
+└───────────────────────────────────┘


HERE: test/einsum/einsum_trivia_exec.ml:323:21
(cd _build/.sandbox/eda8b1128941f156f63e3a82f03a55f8/default/test && .tutorials.inline-tests/inline-test-runner.exe inline-test-runner tutorials -partition hello_world_op.ml -source-tree-root .. -diff-cmd -)


Welcome to OCANNL! Reading configuration defaults from /src/_build/.sandbox/eda8b1128941f156f63e3a82f03a55f8/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
(cd _build/.sandbox/eda8b1128941f156f63e3a82f03a55f8/default/test && .tutorials.inline-tests/inline-test-runner.exe inline-test-runner tutorials -partition einsum_trivia.ml -source-tree-root .. -diff-cmd -)


Welcome to OCANNL! Reading configuration defaults from /src/_build/.sandbox/eda8b1128941f156f63e3a82f03a55f8/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
File "test/einsum/moons_demo_variant.expected", line 1, characters 0-0:
/usr/sbin/git --no-pager diff --no-index --color=always -u _build/default/test/einsum/moons_demo_variant.expected _build/default/test/einsum/moons_demo_variant.exe.output
diff --git a/_build/default/test/einsum/moons_demo_variant.expected b/_build/default/test/einsum/moons_demo_variant.exe.output
index 68171df..089ac40 100644
--- a/_build/default/test/einsum/moons_demo_variant.expected
+++ b/_build/default/test/einsum/moons_demo_variant.exe.output
@@ -1,121 +1,59 @@


-Welcome to OCANNL! Reading configuration defaults from /Users/lukstafi/ocannl/_build/default/test/einsum/ocannl_config.
+Welcome to OCANNL! Reading configuration defaults from /src/_build/default/test/einsum/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
Half-moons scatterplot and decision boundary:
┌────────────────────────────────────────────────────────────────────────────────────────────────────┐
-│****************************#***********************************************************************│
-│****************************###***###***#***********************************************************│
-│***************************#********#***#**********************************************************.│
-│********************#*********************##*#*#************************************************....│
-│******************#***#*****##*#*#*#****#*#*#*##**********************************************......│
-│**************#*#**###**#*##**##********#**#****###**#*************************************.........│
-│***********#***##***#**##*****************#*#*##*###*************************************...........│
-│***************#**###******************************##*#********************************.............│
-│*************#*****#******************************#*#***#*#*************************................│
-│*********#***#************************************##*###**#***********************..................│
-│******#***#*#*#******************************************#*#*******************.....................│
-│*****###****#*******************************************#********************.......................│
-│*******#*###***********************************************#*#************..........................│
-│**********##**********************%%*********************#**##**********............................│
-│*****#***#**********************%**%%********************************.............................%.│
-│**####*************************%**%**************************##*#**............................%...%│
-│****#**************************%%**%*************************#*#*..............................%....│
-│*#****##************************%*...%*********************##*..#...........................%...%%..│
-│****#*#***********************.%..%.%........................#..#.............................%.%...│
-│##*##*********************.......%.............................#.##.........................%.%.%%%.│
-│**#####*****************.......%...%%.......................................................%..%.%..│
-│**********************...........%.%.%%.....................#.#.#.#.............................%%..│
-│***##****************............%..%..%........................#.#.........................%...%...│
-│##**#**************................%...%.....................#..###......................%.%%.......│
-│###***************...............%.%.%...........................##............................%....│
-│**##************.................................................#......................%%.%..%.....│
-│**#************....................%%...........................##......................%%.%........│
-│**************........................%......................#..#...........................%.......│
-│************........................%%.%.......................##.....................%..%..........│
-│***********............................%%..............................................%%.%%........│
-│**********.............................%...%............................................%%%.........│
-│********...................................%..%....................................%.....%..........│
-│*******.................................%%..%.%................................%.%.%.%%.............│
-│******.....................................%%.%...%%.%.......................%%%....%.%.%...........│
-│*****....................................%.....%.%..%....................%.....%%.%.%...............│
-│***.........................................%%...%.%%%%..%.......%.........%%.%%....................│
-│**................................................%..%.......%..%%%%...%.%..%.%.....................│
-│*..................................................%.%.%............%..%...%........................│
-│..................................................%....%.%......%%...%.%............................│
-│..........................................................%..%......%%%.............................│
+│...................................#................................................................│
+│..........................##..#..###....##..........................................................│
+│.........................#....#.....#...............................................................│
+│.......................#.##.#.......#####...#.#.....................................................│
+│..................#.#.#...#..#.##....#.#.##..#....#.................................................│
+│.............#.#......##.#..#..........###..#....#..................................................│
+│.............##..##.....#....................#.##.###...#...........................................│
+│.............#.##.#.#.#.......................#...##..#.............................................│
+│.........#.#....##..................................##..#...........................................│
+│...........#.#....................................#..##...#.#.......................................│
+│..........##..........................................#...#.#.......................................│
+│.......#...###............................................#.........................................│
+│....#....##..........................%..................#....##.....................................│
+│.........##................................................#..#..............................%......│
+│.....#..#........................%..%......................##.#...................................%.│
+│...##.#..................................................#....................................%...%.│
+│..###...........................%..%%......................###................................%.%...│
+│..#...#.#.......................%%.%%.......................#.##.#............................%.....│
+│..#...#.............................%.........................##..............................%...%.│
+│..##..#............................%%.........................#..##.........................%%..%.%%│
+│#...#..#.........................%.%%%.......................##...#............................%.%..│
+│##...#.............................%%.........................#.#..#................................│
+│...................................%%%%.......................##.#.#........................%%..%.%.│
+│###................................%%..............................#.......................%....%...│
+│..##................................%%%.%....................................................%%..%..│
+│.#.....................................%.......................#.###......................%.%%.%....│
+│.....#................................%...%................................................%...%....│
+│...................................%.....%%......................#..................................│
+│.....................................%%%..%...........................................%..%%..%......│
+│.......................................%%.....%......................................%..%.%.%.......│
+│.........................................%%............................................%..%%.%......│
+│..........................................%.%.....%...............................%.%.%%..%.........│
+│.........................................%%%..%%......................................%.............│
+│...........................................%.%..%..............................%%.%.%.%%.%..........│
+│..............................................%%%%..%.%.......................%%..%.%.%.............│
+│..............................................%..%%%.%%...................%..%%...%.................│
+│...............................................%...%.%.%..%...%.%%..%%.%%...%.......................│
+│......................................................%%.%%%..%.%..%%.%.%.%%........................│
+│.....................................................%...........%%%%......%%.......................│
+│.......................................................%.%%%%.%.......%...%.........................│
└────────────────────────────────────────────────────────────────────────────────────────────────────┘Loss:
-┌────────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐
-│ 3.79e+1│-                                                                                                   │
-│        │                                                                                                    │
-│        │                                                                                                    │
-│        │                                                                                                    │
-│        │                                                                                                    │
-│        │                                                                                                    │
-│        │                                                                                                    │
-│        │                                                                                                    │
-│        │                                                                                                    │
-│        │                                                                                                    │
-│        │                                                                                                    │
-│        │                                                                                                    │
-│        │                                                                                                    │
-│        │                                                                                                    │
-│        │                                                                                                    │
-│        │                                                                                                    │
-│        │                                                                                                    │
-│        │                                                                                                    │
-│l       │                                                                                                    │
-│o       │                                                                                                    │
-│s       │                                                                                                    │
-│s       │                                                                                                    │
-│        │                                                                                                    │
-│        │                                                                                                    │
-│        │                                                                                                    │
-│        │                                                                                                    │
-│        │                                                                                                    │
-│        │                                                                                                    │
-│        │                                                                                                    │
-│        │                                                                                                    │
-│        │ -                                                                                                  │
-│        │                                                                                                    │
-│        │                                                                                                    │
-│        │                                                                                                    │
-│        │                                                                                                    │
-│        │                                                                                                    │
-│        │                                                                                                    │
-│        │                                                                                                    │
-│        │  -       -    -                          -                                                         │
-│ 0.00   │   - ----  ---  --- ---- ---- ---- ---- -- - ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- │
-├────────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤
-│        │0.00                                                                                         7.90e+1│
-│        │                                                step                                                │
-└────────┴────────────────────────────────────────────────────────────────────────────────────────────────────┘Log-loss, for better visibility:
┌─────────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐
-│ 3.63    │-                                                                                                   │
+│ 1.26e+23│                         -                                                                          │
│         │                                                                                                    │
│         │                                                                                                    │
│         │                                                                                                    │
-│         │ -                                                                                                  │
│         │                                                                                                    │
│         │                                                                                                    │
│         │                                                                                                    │
│         │                                                                                                    │
-│         │  -                                                                                                 │
-│         │                                          -                                                         │
-│         │          -    -                                                                            -       │
-│         │   - -           -                                                 -                                │
-│         │       --  -      - - -   -   - -            --           -  -   -  -       -                  --   │
-│         │      -     -   -      -   -   -    -             --        -         - --   -  - -   -             │
-│         │                                 -                  -                            -                  │
-│l        │             -       -               -  --                                         -                │
-│o        │                                                         -                             -            │
-│g        │                                      -                                              -     -     -  │
-│         │                                   -           -                              -                     │
-│l        │                         -                                    --                                    │
-│o        │                                           -                      -        -                        │
-│s        │                                                     -                                              │
-│s        │                                                       -                                            │
-│         │                                                                       -                            │
│         │                                                                                                    │
│         │                                                                                                    │
│         │                                                                                                    │
@@ -126,11 +64,73 @@ Half-moons scatterplot and decision boundary:
│         │                                                                                                    │
│         │                                                                                                    │
│         │                                                                                                    │
+│l        │                                                                                                    │
+│o        │                                                                                                    │
+│s        │                                                                                                    │
+│s        │                                                                                                    │
│         │                                                                                                    │
│         │                                                                                                    │
│         │                                                                                                    │
│         │                                                                                                    │
-│ -1.00e+1│                            -                   -       -                               - -  -    - │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│ 0.00    │---- ---- ---- ---- ----  --- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- │
+├─────────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤
+│         │0.00                                                                                         7.90e+1│
+│         │                                                step                                                │
+└─────────┴────────────────────────────────────────────────────────────────────────────────────────────────────┘Log-loss, for better visibility:
+┌─────────┬───────────────────────────────────────────────────────────────────────────────────────────────────┐
+│ 5.31e+1 │                         -                                                                          │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│l        │                                                                                                    │
+│o        │                                                                                                    │
+│g        │                                                                                                    │
+│         │                                                                                                    │
+│l        │                                                                                                    │
+│o        │                                                                                                    │
+│s        │                                                                                                    │
+│s        │                                                                                                    │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│ -1.00e+1│---- ---- ---- ---- ----  --- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- │
├─────────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤
│         │0.00                                                                                         7.90e+1│
│         │                                                step                                                │
(cd _build/.sandbox/eda8b1128941f156f63e3a82f03a55f8/default/test && .tutorials.inline-tests/inline-test-runner.exe inline-test-runner tutorials -partition moons_demo_parallel.ml -source-tree-root .. -diff-cmd -)


Welcome to OCANNL! Reading configuration defaults from /src/_build/.sandbox/eda8b1128941f156f63e3a82f03a55f8/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
File "test/zero2hero_1of7.ml", line 1, characters 0-0:
/usr/sbin/git --no-pager diff --no-index --color=always -u _build/default/test/zero2hero_1of7.ml _build/.sandbox/eda8b1128941f156f63e3a82f03a55f8/default/test/zero2hero_1of7.ml.corrected
diff --git a/_build/default/test/zero2hero_1of7.ml b/_build/.sandbox/eda8b1128941f156f63e3a82f03a55f8/default/test/zero2hero_1of7.ml.corrected
index 3b7cc00..394b619 100644
--- a/_build/default/test/zero2hero_1of7.ml
+++ b/_build/.sandbox/eda8b1128941f156f63e3a82f03a55f8/default/test/zero2hero_1of7.ml.corrected
@@ -30,24 +30,24 @@ let%expect_test "Graph drawing recompile" =
Tensor.print_tree ~with_grad:true ~depth:9 f_nd;
[%expect
{|
-                                 #15 +_f_nd
-                                  6.00e+1
-                                 #16 grad_+_f_nd Virt/30
-                                 <void>
-                            #13 - Virt/152                             │#2 5. Virt/40
-                            <void>                                     │<void>
-                            #14 grad_- Virt/30                         │
-                            <void>                                     │
-           #11 *. Virt/152            │       #4 *. Virt/152           │
-           <void>                     │       <void>                   │
-           #12 grad_*. Virt/30        │       #5 grad_*. Virt/30       │
-           <void>                     │       <void>                   │
-    #10 3. Virt/40│#7 **. Virt/152    │#3 4. Virt/40│#0 x              │
-    <void>        │<void>             │<void>       │ 5.00             │
-                  │#8 grad_**. Virt/30│             │#1 grad_x Local/30│
-                  │<void>             │             │<void>            │
-                  │[0]│ #6 2. Virt/40 │             │                  │
-                  │   │ <void>        │             │                  │
+                          #15 +_f_nd
+                           5.00
+                          #16 grad_+_f_nd Virt/30
+                          <void>
+                     #13 - Virt/152                      │#2 5. Virt/40
+                     <void>                              │<void>
+                     #14 grad_- Virt/30                  │
+                     <void>                              │
+           #11 *. Virt/152            │#4 *. Virt/152    │
+           <void>                     │<void>            │
+           #12 grad_*. Virt/30        │#5 grad_*. Virt/30│
+           <void>                     │<void>            │
+    #10 3. Virt/40│#7 **. Virt/152    │#3 4. Virt/40│[0] │
+    <void>        │<void>             │<void>       │    │
+                  │#8 grad_**. Virt/30│             │    │
+                  │<void>             │             │    │
+                  │[0]│ #6 2. Virt/40 │             │    │
+                  │   │ <void>        │             │    │
|}];
let%op f = (3 *. ("x" [ 5 ] **. 2)) - (4 *. x) + 5 in
Train.every_non_literal_on_host f;
@@ -55,27 +55,7 @@ let%expect_test "Graph drawing recompile" =
let f_bprop = Train.to_routine (module Backend) ctx IDX.empty f_upd in
Train.run f_bprop;
Tensor.print_tree ~with_grad:true ~depth:9 f;
-  [%expect
-    {|
-                                   #32 +_f
-                                    6.00e+1
-                                   #33 grad_+_f
-                                    1.00
-                             #30 -                              │#19 5. Virt/40
-                              5.50e+1                           │<void>
-                             #31 grad_-                         │
-                              1.00                              │
-               #28 *.                 │       #21 *.            │
-                7.50e+1               │        2.00e+1          │
-               #29 grad_*.            │       #22 grad_*.       │
-                1.00                  │        -1.00            │
-    #27 3. Virt/40│   #24 **.         │#20 4. Virt/40│#17 x     │
-    <void>        │    2.50e+1        │<void>        │ 5.00     │
-                  │   #25 grad_**.    │              │#18 grad_x│
-                  │    3.00           │              │ 2.60e+1  │
-                  │[17]│#23 2. Virt/40│              │          │
-                  │    │<void>        │              │          │
-    |}];
+  [%expect.unreachable];
let xs = Array.init 10 ~f:Float.(fun i -> of_int i - 5.) in
let ys =
Array.map xs ~f:(fun v ->
@@ -94,54 +74,21 @@ let%expect_test "Graph drawing recompile" =
[ Scatterplot { points = Array.zip_exn xs ys; content = PrintBox.line "#" } ]
in
PrintBox_text.output Stdio.stdout plot_box;
-  [%expect
-    {|
-    ┌────────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐
-    │ 1.00e+2│#                                                                                                   │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │           #                                                                                        │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │f       │                                                                                                    │
-    │(       │                                                                                                    │
-    │x       │                                                                                                    │
-    │)       │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                      #                                                                             │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                   #│
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                 #                                                                  │
-    │        │                                                                                                    │
-    │        │                                                                                        #           │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                            #                                                       │
-    │        │                                                                             #                      │
-    │        │                                                                                                    │
-    │ 4.00   │                                                       #          #                                 │
-    ├────────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤
-    │        │-5.00                                                                                           4.00│
-    │        │                                                 x                                                  │
-    └────────┴────────────────────────────────────────────────────────────────────────────────────────────────────┘
-    |}]
+  [%expect.unreachable]
+[@@expect.uncaught_exn {|
+  (* CR expect_test_collector: This test expectation appears to contain a backtrace.
+     This is strongly discouraged as backtraces are fragile.
+     Please change this test to not include a backtrace. *)
+  ("Utils.User_error(\"The linked context lacks node x\")")
+  Raised at Backends.verify_prior_context.(fun) in file "arrayjit/lib/backends.ml", line 285, characters 11-93
+  Called from Base__Set.Accessors.iter in file "src/set.ml" (inlined), line 1193, characters 18-38
+  Called from Backends.verify_prior_context in file "arrayjit/lib/backends.ml", lines 281-285, characters 2-94
+  Re-raised at Backends.verify_prior_context in file "arrayjit/lib/backends.ml", lines 280-285, characters 37-94
+  Called from Backends.Raise_backend.link in file "arrayjit/lib/backends.ml", lines 527-528, characters 4-49
+  Re-raised at Backends.Raise_backend.link in file "arrayjit/lib/backends.ml", lines 526-540, characters 23-92
+  Called from Tutorials__Zero2hero_1of7.(fun) in file "test/zero2hero_1of7.ml", line 55, characters 16-69
+  Called from Ppx_expect_runtime__Test_block.Configured.dump_backtrace in file "runtime/test_block.ml", line 142, characters 10-28
+  |}]


let%expect_test "Graph drawing fetch" =
Tensor.unsafe_reinitialize ();
@@ -271,96 +218,39 @@ let%expect_test "Simple gradients hosted" =
let sgd_routine = Train.to_routine (module Backend) grad_routine.context IDX.empty sgd in
(* Check out the initial state without running a forward pass. *)
Tensor.print_tree ~spy:true ~with_grad:true ~depth:9 l;
-  [%expect
-    {|
-                                        #12 *._l Host&stream/41
-                                        <not-in-yet>
-                                        #13 grad_*._l Host&stream/41
-                                        <not-in-yet>
-                            #8 +_d Host&stream/41                             │#10 f Host&shared/39
-                            <not-in-yet>                                      │<not-in-yet>
-                            #9 grad_+_d Host&stream/41                        │#11 grad_f Host&stream/41
-                            <not-in-yet>                                      │<not-in-yet>
-               #4 *._e Host&stream/41                │#6 c Host&shared/39     │
-               <not-in-yet>                          │<not-in-yet>            │
-               #5 grad_*._e Host&stream/41           │#7 grad_c Host&stream/41│
-               <not-in-yet>                          │<not-in-yet>            │
-    #0 a Host&shared/39     │#2 b Host&shared/39     │                        │
-    <not-in-yet>            │<not-in-yet>            │                        │
-    #1 grad_a Host&stream/41│#3 grad_b Host&stream/41│                        │
-    <not-in-yet>            │<not-in-yet>            │                        │
-    |}];
+  [%expect.unreachable];
(* Do not update the params: all values and gradients will be at initial points, which are
specified in the tensor in the brackets. *)
Train.run grad_routine;
Tensor.print_tree ~with_grad:true ~depth:9 l;
-  [%expect
-    {|
-                 #12 *._l
-                  -8.00
-                 #13 grad_*._l
-                  1.00
-             #8 +_d              │#10 f
-              4.00               │ -2.00
-             #9 grad_+_d         │#11 grad_f
-              -2.00              │ 4.00
-       #4 *._e         │#6 c     │
-        -6.00          │ 1.00e+1 │
-       #5 grad_*._e    │#7 grad_c│
-        -2.00          │ -2.00   │
-    #0 a     │#2 b     │         │
-     2.00    │ -3.00   │         │
-    #1 grad_a│#3 grad_b│         │
-     6.00    │ -4.00   │         │
-    |}];
+  [%expect.unreachable];
(* Now we update the params, but we are not doing the forward and backward passes: only params
values will change, compared to the above. The update is in the opposite direction of the
gradient. *)
Train.run sgd_routine;
Tensor.print_tree ~with_grad:true ~depth:9 l;
-  [%expect
-    {|
-                 #12 *._l
-                  -8.00
-                 #13 grad_*._l
-                  1.00
-             #8 +_d              │#10 f
-              4.00               │ -2.40
-             #9 grad_+_d         │#11 grad_f
-              -2.00              │ 4.00
-       #4 *._e         │#6 c     │
-        -6.00          │ 1.02e+1 │
-       #5 grad_*._e    │#7 grad_c│
-        -2.00          │ -2.00   │
-    #0 a     │#2 b     │         │
-     1.40    │ -2.60   │         │
-    #1 grad_a│#3 grad_b│         │
-     6.00    │ -4.00   │         │
-    |}];
+  [%expect.unreachable];


(* Now the params will remain as above, but both param gradients and the values and gradients of
other nodes will change thanks to the forward and backward passes. *)
Train.run grad_routine;
Tensor.print_tree ~with_grad:true ~depth:9 l;
-  [%expect
-    {|
-                 #12 *._l
-                  -1.57e+1
-                 #13 grad_*._l
-                  1.00
-             #8 +_d              │#10 f
-              6.56               │ -2.40
-             #9 grad_+_d         │#11 grad_f
-              -2.40              │ 6.56
-       #4 *._e         │#6 c     │
-        -3.64          │ 1.02e+1 │
-       #5 grad_*._e    │#7 grad_c│
-        -2.40          │ -2.40   │
-    #0 a     │#2 b     │         │
-     1.40    │ -2.60   │         │
-    #1 grad_a│#3 grad_b│         │
-     6.24    │ -3.36   │         │
-    |}]
+  [%expect.unreachable]
+[@@expect.uncaught_exn {|
+  (* CR expect_test_collector: This test expectation appears to contain a backtrace.
+     This is strongly discouraged as backtraces are fragile.
+     Please change this test to not include a backtrace. *)
+  ("Utils.User_error(\"The linked context lacks node a\")")
+  Raised at Backends.verify_prior_context.(fun) in file "arrayjit/lib/backends.ml", line 285, characters 11-93
+  Called from Base__Set.Tree0.iter.iter in file "src/set.ml", line 860, characters 8-14
+  Called from Base__Set.Accessors.iter in file "src/set.ml" (inlined), line 1193, characters 18-38
+  Called from Backends.verify_prior_context in file "arrayjit/lib/backends.ml", lines 281-285, characters 2-94
+  Re-raised at Backends.verify_prior_context in file "arrayjit/lib/backends.ml", lines 280-285, characters 37-94
+  Called from Backends.Raise_backend.link in file "arrayjit/lib/backends.ml", lines 527-528, characters 4-49
+  Re-raised at Backends.Raise_backend.link in file "arrayjit/lib/backends.ml", lines 526-540, characters 23-92
+  Called from Tutorials__Zero2hero_1of7.(fun) in file "test/zero2hero_1of7.ml", line 270, characters 21-73
+  Called from Ppx_expect_runtime__Test_block.Configured.dump_backtrace in file "runtime/test_block.ml", line 142, characters 10-28
+  |}]


let%expect_test "Simple gradients virtual" =
Tensor.unsafe_reinitialize ();
@@ -381,68 +271,29 @@ let%expect_test "Simple gradients virtual" =
Tensor.print_tree ~spy:true ~with_grad:true ~depth:9 l;
[%expect
{|
-                                       #12 *._l Host&dev/41
-                                       <not-in-yet>
-                                       #13 grad_*._l unknown
-                                       <not-in-yet>
-                            #8 +_d unknown                              │#10 f Host-non-const/24
-                            <not-in-yet>                                │<not-in-yet>
-                            #9 grad_+_d unknown                         │#11 grad_f Material/28
-                            <not-in-yet>                                │<not-in-yet>
-                #4 *._e unknown                  │#6 c Host-non-const/24│
-                <not-in-yet>                     │<not-in-yet>          │
-                #5 grad_*._e unknown             │#7 grad_c Material/28 │
-                <not-in-yet>                     │<not-in-yet>          │
-    #0 a Host-non-const/24│#2 b Host-non-const/24│                      │
-    <not-in-yet>          │<not-in-yet>          │                      │
-    #1 grad_a Material/28 │#3 grad_b Material/28 │                      │
-    <not-in-yet>          │<not-in-yet>          │                      │
+        #12 *._l Host&dev/412
+        <not-in-yet>
+        #13 grad_*._l unknown
+        <not-in-yet>
+      #8 +_d unknown        │[10]
+      <not-in-yet>          │
+      #9 grad_+_d unknown   │
+      <not-in-yet>          │
+    #4 *._e unknown     │[6]│
+    <not-in-yet>        │   │
+    #5 grad_*._e unknown│   │
+    <not-in-yet>        │   │
+    [0]│[2]             │   │
|}];
let grad_routine = Train.to_routine (module Backend) ctx IDX.empty grad in
(* Check out the state without running a forward pass or compiling the SGD update. *)
Tensor.print_tree ~spy:true ~with_grad:true ~depth:9 l;
-  [%expect
-    {|
-                                        #12 *._l Host&stream/41
-                                        <not-in-yet>
-                                        #13 grad_*._l Virt/40
-                                        <not-in-yet>
-                              #8 +_d Local/46                              │#10 f Host&shared/39
-                              <not-in-yet>                                 │<not-in-yet>
-                              #9 grad_+_d Virt/40                          │#11 grad_f Dev-stream/41
-                              <not-in-yet>                                 │<not-in-yet>
-                 #4 *._e Virt/152                  │#6 c Host&shared/39    │
-                 <not-in-yet>                      │<not-in-yet>           │
-                 #5 grad_*._e Virt/40              │#7 grad_c Dev-stream/41│
-                 <not-in-yet>                      │<not-in-yet>           │
-    #0 a Host&shared/39    │#2 b Host&shared/39    │                       │
-    <not-in-yet>           │<not-in-yet>           │                       │
-    #1 grad_a Dev-stream/41│#3 grad_b Dev-stream/41│                       │
-    <not-in-yet>           │<not-in-yet>           │                       │
-    |}];
+  [%expect.unreachable];
(* Do not update the params: all values and gradients will be at initial points, which are
specified in the tensor in the brackets. *)
Train.run grad_routine;
Tensor.print_tree ~with_grad:true ~depth:9 l;
-  [%expect
-    {|
-                                         #12 *._l
-                                          -8.00
-                                         #13 grad_*._l Virt/40
-                                         <void>
-                              #8 +_d Local/46                              │#10 f
-                              <void>                                       │ -2.00
-                              #9 grad_+_d Virt/40                          │#11 grad_f Dev-stream/41
-                              <void>                                       │<void>
-                 #4 *._e Virt/152                  │#6 c                   │
-                 <void>                            │ 1.00e+1               │
-                 #5 grad_*._e Virt/40              │#7 grad_c Dev-stream/41│
-                 <void>                            │<void>                 │
-    #0 a                   │#2 b                   │                       │
-     2.00                  │ -3.00                 │                       │
-    #1 grad_a Dev-stream/41│#3 grad_b Dev-stream/41│                       │
-    <void>                 │<void>                 │                       │
-    |}];
+  [%expect.unreachable];
(* Only now compile the SGD update. *)
let sgd_routine = Train.to_routine (module Backend) grad_routine.context IDX.empty sgd in
(* Now we update the params, but are not doing the forward and backward passes: only params values
@@ -450,48 +301,28 @@ let%expect_test "Simple gradients virtual" =
always be recomputed using the latest parameter state. *)
Train.run sgd_routine;
Tensor.print_tree ~with_grad:true ~depth:9 l;
-  [%expect
-    {|
-                                         #12 *._l
-                                          -8.00
-                                         #13 grad_*._l Virt/40
-                                         <void>
-                              #8 +_d Local/46                              │#10 f
-                              <void>                                       │ -2.40
-                              #9 grad_+_d Virt/40                          │#11 grad_f Dev-stream/41
-                              <void>                                       │<void>
-                 #4 *._e Virt/152                  │#6 c                   │
-                 <void>                            │ 1.02e+1               │
-                 #5 grad_*._e Virt/40              │#7 grad_c Dev-stream/41│
-                 <void>                            │<void>                 │
-    #0 a                   │#2 b                   │                       │
-     1.40                  │ -2.60                 │                       │
-    #1 grad_a Dev-stream/41│#3 grad_b Dev-stream/41│                       │
-    <void>                 │<void>                 │                       │
-    |}];
+  [%expect.unreachable];
(* Now the params will remain as above, but both param gradients and the values and gradients of
other nodes will change thanks to the forward and backward passes. *)
Train.run grad_routine;
Tensor.print_tree ~with_grad:true ~depth:9 l;
-  [%expect
-    {|
-                                         #12 *._l
-                                          -1.57e+1
-                                         #13 grad_*._l Virt/40
-                                         <void>
-                              #8 +_d Local/46                              │#10 f
-                              <void>                                       │ -2.40
-                              #9 grad_+_d Virt/40                          │#11 grad_f Dev-stream/41
-                              <void>                                       │<void>
-                 #4 *._e Virt/152                  │#6 c                   │
-                 <void>                            │ 1.02e+1               │
-                 #5 grad_*._e Virt/40              │#7 grad_c Dev-stream/41│
-                 <void>                            │<void>                 │
-    #0 a                   │#2 b                   │                       │
-     1.40                  │ -2.60                 │                       │
-    #1 grad_a Dev-stream/41│#3 grad_b Dev-stream/41│                       │
-    <void>                 │<void>                 │                       │
-    |}]
+  [%expect.unreachable]
+[@@expect.uncaught_exn {|
+  (* CR expect_test_collector: This test expectation appears to contain a backtrace.
+     This is strongly discouraged as backtraces are fragile.
+     Please change this test to not include a backtrace. *)
+  ("Utils.User_error(\"The linked context lacks node a\")")
+  Raised at Backends.verify_prior_context.(fun) in file "arrayjit/lib/backends.ml", line 285, characters 11-93
+  Called from Base__Set.Tree0.iter.iter in file "src/set.ml", line 860, characters 8-14
+  Called from Base__Set.Tree0.iter.iter in file "src/set.ml", line 860, characters 8-14
+  Called from Base__Set.Accessors.iter in file "src/set.ml" (inlined), line 1193, characters 18-38
+  Called from Backends.verify_prior_context in file "arrayjit/lib/backends.ml", lines 281-285, characters 2-94
+  Re-raised at Backends.verify_prior_context in file "arrayjit/lib/backends.ml", lines 280-285, characters 37-94
+  Called from Backends.Raise_backend.link in file "arrayjit/lib/backends.ml", lines 527-528, characters 4-49
+  Re-raised at Backends.Raise_backend.link in file "arrayjit/lib/backends.ml", lines 526-540, characters 23-92
+  Called from Tutorials__Zero2hero_1of7.(fun) in file "test/zero2hero_1of7.ml", line 401, characters 21-73
+  Called from Ppx_expect_runtime__Test_block.Configured.dump_backtrace in file "runtime/test_block.ml", line 142, characters 10-28
+  |}]


let%expect_test "tanh plot" =
Tensor.unsafe_reinitialize ();
@@ -510,21 +341,22 @@ let%expect_test "2D neuron hosted" =
let routine = Train.to_routine (module Backend) ctx IDX.empty update in
Train.run routine;
Tensor.print_tree ~with_grad:true ~depth:9 v;
-  [%expect
-    {|
-                 #8 +_v
-                  7.00e-1
-                 #9 grad_+_v
-                  1.00
-             #6 *              │#0 b
-              -6.00            │ 6.70
-             #7 grad_*         │#1 grad_b
-              1.00             │ 1.00
-    #2 w         │#4 x         │
-     -3.00  1.00 │ 2.00  0.00  │
-    #3 grad_w    │#5 grad_x    │
-     2.00  0.00  │ -3.00  1.00 │
-    |}]
+  [%expect.unreachable]
+[@@expect.uncaught_exn {|
+  (* CR expect_test_collector: This test expectation appears to contain a backtrace.
+     This is strongly discouraged as backtraces are fragile.
+     Please change this test to not include a backtrace. *)
+  ("Utils.User_error(\"The linked context lacks node b\")")
+  Raised at Backends.verify_prior_context.(fun) in file "arrayjit/lib/backends.ml", line 285, characters 11-93
+  Called from Base__Set.Tree0.iter.iter in file "src/set.ml", line 861, characters 8-11
+  Called from Base__Set.Accessors.iter in file "src/set.ml" (inlined), line 1193, characters 18-38
+  Called from Backends.verify_prior_context in file "arrayjit/lib/backends.ml", lines 281-285, characters 2-94
+  Re-raised at Backends.verify_prior_context in file "arrayjit/lib/backends.ml", lines 280-285, characters 37-94
+  Called from Backends.Raise_backend.link in file "arrayjit/lib/backends.ml", lines 527-528, characters 4-49
+  Re-raised at Backends.Raise_backend.link in file "arrayjit/lib/backends.ml", lines 526-540, characters 23-92
+  Called from Tutorials__Zero2hero_1of7.(fun) in file "test/zero2hero_1of7.ml", line 510, characters 16-70
+  Called from Ppx_expect_runtime__Test_block.Configured.dump_backtrace in file "runtime/test_block.ml", line 142, characters 10-28
+  |}]


let%expect_test "2D neuron virtual" =
Tensor.unsafe_reinitialize ();
@@ -537,18 +369,19 @@ let%expect_test "2D neuron virtual" =
let routine = Train.to_routine (module Backend) ctx IDX.empty update in
Train.run routine;
Tensor.print_tree ~with_grad:true ~depth:9 v;
-  [%expect
-    {|
-                      #8 +_v
-                       7.00e-1
-                      #9 grad_+_v Virt/40
-                      <void>
-              #6 * Local/46              │#0 b
-              <void>                     │ 6.70
-              #7 grad_* Virt/40          │#1 grad_b Local/46
-              <void>                     │<void>
-    #2 w              │#4 x              │
-     -3.00  1.00      │ 2.00  0.00       │
-    #3 grad_w Local/46│#5 grad_x Local/46│
-    <void>            │<void>            │
-    |}]
+  [%expect.unreachable]
+[@@expect.uncaught_exn {|
+  (* CR expect_test_collector: This test expectation appears to contain a backtrace.
+     This is strongly discouraged as backtraces are fragile.
+     Please change this test to not include a backtrace. *)
+  ("Utils.User_error(\"The linked context lacks node b\")")
+  Raised at Backends.verify_prior_context.(fun) in file "arrayjit/lib/backends.ml", line 285, characters 11-93
+  Called from Base__Set.Tree0.iter.iter in file "src/set.ml", line 860, characters 8-14
+  Called from Base__Set.Accessors.iter in file "src/set.ml" (inlined), line 1193, characters 18-38
+  Called from Backends.verify_prior_context in file "arrayjit/lib/backends.ml", lines 281-285, characters 2-94
+  Re-raised at Backends.verify_prior_context in file "arrayjit/lib/backends.ml", lines 280-285, characters 37-94
+  Called from Backends.Raise_backend.link in file "arrayjit/lib/backends.ml", lines 527-528, characters 4-49
+  Re-raised at Backends.Raise_backend.link in file "arrayjit/lib/backends.ml", lines 526-540, characters 23-92
+  Called from Tutorials__Zero2hero_1of7.(fun) in file "test/zero2hero_1of7.ml", line 537, characters 16-70
+  Called from Ppx_expect_runtime__Test_block.Configured.dump_backtrace in file "runtime/test_block.ml", line 142, characters 10-28
+  |}]
File "test/micrograd_demo.ml", line 1, characters 0-0:
/usr/sbin/git --no-pager diff --no-index --color=always -u _build/default/test/micrograd_demo.ml _build/.sandbox/eda8b1128941f156f63e3a82f03a55f8/default/test/micrograd_demo.ml.corrected
diff --git a/_build/default/test/micrograd_demo.ml b/_build/.sandbox/eda8b1128941f156f63e3a82f03a55f8/default/test/micrograd_demo.ml.corrected
index b394efe..4062941 100644
--- a/_build/default/test/micrograd_demo.ml
+++ b/_build/.sandbox/eda8b1128941f156f63e3a82f03a55f8/default/test/micrograd_demo.ml.corrected
@@ -31,57 +31,26 @@ let%expect_test "Micrograd README basic example" =
let step = Train.to_routine (module Backend) ctx IDX.empty update in
Train.run step;
Tensor.print ~with_code:false ~with_grad:false `Default g;
-  [%expect
-    {|
-    ┌────────────────────┐
-    │[75]: +_g shape 0:1 │
-    │┌┬─────────┐        │
-    │││axis 0   │        │
-    │├┼─────────┤        │
-    │││ 2.47e+1 │        │
-    │└┴─────────┘        │
-    └────────────────────┘
-    |}];
+  [%expect.unreachable];
Tensor.print ~with_code:false ~with_grad:true `Default a;
-  [%expect
-    {|
-    ┌─────────────────┐
-    │[0]: a shape 0:1 │
-    │┌┬───────┐       │
-    │││axis 0 │       │
-    │├┼───────┤       │
-    │││ -4.00 │       │
-    │└┴───────┘       │
-    └─────────────────┘
-    ┌────────────────────────┐
-    │[0]: a shape 0:1  grad_a│
-    │┌┬─────────┐            │
-    │││axis 0   │            │
-    │├┼─────────┤            │
-    │││ 1.38e+2 │            │
-    │└┴─────────┘            │
-    └────────────────────────┘
-    |}];
+  [%expect.unreachable];
Tensor.print ~with_code:false ~with_grad:true `Default b;
-  [%expect
-    {|
-    ┌─────────────────┐
-    │[2]: b shape 0:1 │
-    │┌┬──────┐        │
-    │││axis 0│        │
-    │├┼──────┤        │
-    │││ 2.00 │        │
-    │└┴──────┘        │
-    └─────────────────┘
-    ┌────────────────────────┐
-    │[2]: b shape 0:1  grad_b│
-    │┌┬─────────┐            │
-    │││axis 0   │            │
-    │├┼─────────┤            │
-    │││ 6.45e+2 │            │
-    │└┴─────────┘            │
-    └────────────────────────┘
-    |}]
+  [%expect.unreachable]
+[@@expect.uncaught_exn {|
+  (* CR expect_test_collector: This test expectation appears to contain a backtrace.
+     This is strongly discouraged as backtraces are fragile.
+     Please change this test to not include a backtrace. *)
+  ("Utils.User_error(\"The linked context lacks node a\")")
+  Raised at Backends.verify_prior_context.(fun) in file "arrayjit/lib/backends.ml", line 285, characters 11-93
+  Called from Base__Set.Tree0.iter.iter in file "src/set.ml", line 860, characters 8-14
+  Called from Base__Set.Accessors.iter in file "src/set.ml" (inlined), line 1193, characters 18-38
+  Called from Backends.verify_prior_context in file "arrayjit/lib/backends.ml", lines 281-285, characters 2-94
+  Re-raised at Backends.verify_prior_context in file "arrayjit/lib/backends.ml", lines 280-285, characters 37-94
+  Called from Backends.Raise_backend.link in file "arrayjit/lib/backends.ml", lines 527-528, characters 4-49
+  Re-raised at Backends.Raise_backend.link in file "arrayjit/lib/backends.ml", lines 526-540, characters 23-92
+  Called from Tutorials__Micrograd_demo.(fun) in file "test/micrograd_demo.ml", line 31, characters 13-67
+  Called from Ppx_expect_runtime__Test_block.Configured.dump_backtrace in file "runtime/test_block.ml", line 142, characters 10-28
+  |}]


let%expect_test "Micrograd half-moons example" =
Tensor.unsafe_reinitialize ();
@@ -168,223 +137,34 @@ let%expect_test "Micrograd half-moons example" =
in
Stdio.printf "Half-moons scatterplot and decision boundary:\n%!";
PrintBox_text.output Stdio.stdout plot_moons;
-  [%expect
-    {|
-    Half-moons scatterplot and decision boundary:
-    ┌────────────────────────────────────────────────────────────────────────────────────────────────────┐
-    │****************************#***********************************************************************│
-    │****************************###***###***#***********************************************************│
-    │***************************#********#***#***********************************************************│
-    │********************#*********************##*#*#****************************************************│
-    │******************#***#*****##*#*#*#****#*#*#*##****************************************************│
-    │**************#*#**###**#*##**##********#**#****###**#**********************************************│
-    │***********#***##***#**##*****************#*#*##*###**********************************************..│
-    │***************#**###******************************##*#******************************************...│
-    │*************#*****#******************************#*#***#*#*************************************....│
-    │*********#***#******************......************##*###**#************************************.....│
-    │******#***#*#*#****************........******************#*#*********************************.......│
-    │*****###****#****************...........****************#***********************************........│
-    │*******#*###****************.............******************#*#*****************************.........│
-    │**********##***************.......%%......***************#**##****************************..........│
-    │*****#***#****************......%..%%......*********************************************..........%.│
-    │**####*******************......%..%..........****************##*#**********************........%...%│
-    │****#*******************.......%%..%..........***************#*#**********************.........%....│
-    │*#****##***************.........%....%.........************##***#********************.......%...%%..│
-    │****#*#***************.........%..%.%...........*************#**#*******************..........%.%...│
-    │##*##****************............%...............**************#*##****************.........%.%.%%%.│
-    │**#####************............%...%%.............*******************************...........%..%.%..│
-    │******************...............%.%.%%............*********#*#*#*#*************................%%..│
-    │***##************................%..%..%............************#*#************.............%...%...│
-    │##**#***********...................%...%.............********#**###***********...........%.%%.......│
-    │###************..................%.%.%................***********##**********..................%....│
-    │**##**********.........................................**********#*********.............%%.%..%.....│
-    │**#**********......................%%...................********##********..............%%.%........│
-    │************..........................%..................****#**#********...................%.......│
-    │***********.........................%%.%..................*****##******...............%..%..........│
-    │**********.............................%%..................***********.................%%.%%........│
-    │*********..............................%...%................*******.....................%%%.........│
-    │********...................................%..%....................................%.....%..........│
-    │*******.................................%%..%.%................................%.%.%.%%.............│
-    │******.....................................%%.%...%%.%.......................%%%....%.%.%...........│
-    │*****....................................%.....%.%..%....................%.....%%.%.%...............│
-    │****........................................%%...%.%%%%..%.......%.........%%.%%....................│
-    │***...............................................%..%.......%..%%%%...%.%..%.%.....................│
-    │**.................................................%.%.%............%..%...%........................│
-    │*.................................................%....%.%......%%...%.%............................│
-    │..........................................................%..%......%%%.............................│
-    └────────────────────────────────────────────────────────────────────────────────────────────────────┘
-    |}];
+  [%expect.unreachable];
Stdio.printf "Loss:\n%!";
let plot_loss =
PrintBox_utils.plot ~x_label:"step" ~y_label:"loss"
[ Line_plot { points = Array.of_list_rev !losses; content = PrintBox.line "-" } ]
in
PrintBox_text.output Stdio.stdout plot_loss;
-  [%expect
-    {|
-    Loss:
-    ┌────────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐
-    │ 3.79e+1│-                                                                                                   │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │l       │                                                                                                    │
-    │o       │                                                                                                    │
-    │s       │                                                                                                    │
-    │s       │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │-                                                                                                   │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │                                                                                                    │
-    │        │-       -         -                                                                                 │
-    │ 0.00   │----------------------------------------------------------------------------------------------------│
-    ├────────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤
-    │        │0.00                                                                                         3.99e+2│
-    │        │                                                step                                                │
-    └────────┴────────────────────────────────────────────────────────────────────────────────────────────────────┘
-    |}];
+  [%expect.unreachable];
Stdio.printf "Log-loss, for better visibility:\n%!";
let plot_loss =
PrintBox_utils.plot ~x_label:"step" ~y_label:"log loss"
[ Line_plot { points = Array.of_list_rev !log_losses; content = PrintBox.line "-" } ]
in
PrintBox_text.output Stdio.stdout plot_loss;
-  [%expect
-    {|
-    Log-loss, for better visibility:
-    ┌─────────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐
-    │ 3.63    │-                                                                                                   │
-    │         │                                                                                                    │
-    │         │                                                                                                    │
-    │         │                                                                                                    │
-    │         │-                                                                                                   │
-    │         │                                                                                                    │
-    │         │                                                                                                    │
-    │         │                                                                                                    │
-    │         │                                                                                                    │
-    │         │-                                                                                                   │
-    │         │        -         -                                                                                 │
-    │         │ -  -                        -                                                                      │
-    │         │------       -                                                                                      │
-    │         │ ---- -  - --- -   - - -    -                                                                       │
-    │         │   --  -  - - ---     --  -  --            -                                                        │
-    │         │  -  -- - -    ---  - - ---  -----       - --                                                       │
-    │l        │       --  -      - -      -     ---  -    -         -                                              │
-    │o        │       - -  -   --            -  --  - -  -     -                        -                          │
-    │g        │               -     -   -      -  --     - -    -  -     -                   -          -          │
-    │         │     - -     -   --      -                  -      -  --       - -         -                        │
-    │l        │            -             -            --    --            -  -         -  -                       -│
-    │o        │        -        -                           -       -  -       -   -           - -          -    - │
-    │s        │                               -     -        -      -                             --   -           │
-    │s        │                      -                                                   -                         │
-    │         │                       -   -                          -    -           -        -       -    -    - │
-    │         │                   -               - -  -                               -                           │
-    │         │                                                                             -   -                  │
-    │         │                                                  -    -              -                             │
-    │         │                                      -                                        -                    │
-    │         │                                                                                                    │
-    │         │                            -                                                                       │
-    │         │                                                                -                                   │
-    │         │                                                                                                    │
-    │         │                                                                                                    │
-    │         │                                                                                                    │
-    │         │                                                                                                    │
-    │         │          -                                                                                         │
-    │         │                                                                                                    │
-    │         │                                                                                                    │
-    │ -1.00e+1│     -   - -  -   ----- -- --------------- ---------------------------------------------------------│
-    ├─────────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤
-    │         │0.00                                                                                         3.99e+2│
-    │         │                                                step                                                │
-    └─────────┴────────────────────────────────────────────────────────────────────────────────────────────────────┘
-    |}];
+  [%expect.unreachable];
Stdio.printf "\nLearning rate:\n%!";
let plot_lr =
PrintBox_utils.plot ~x_label:"step" ~y_label:"learning rate"
[ Line_plot { points = Array.of_list_rev !learning_rates; content = PrintBox.line "-" } ]
in
PrintBox_text.output Stdio.stdout plot_lr;
-  [%expect
-    {|
-    Learning rate:
-    ┌─────────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐
-    │ -1.00e-1│                                                                                                   -│
-    │         │                                                                                                 ---│
-    │         │                                                                                              ----  │
-    │         │                                                                                            ---     │
-    │         │                                                                                         ----       │
-    │         │                                                                                       ---          │
-    │         │                                                                                    ---             │
-    │         │                                                                                  ---               │
-    │         │                                                                               ---                  │
-    │         │                                                                            ----                    │
-    │         │                                                                          ---                       │
-    │         │                                                                       ----                         │
-    │         │                                                                     ---                            │
-    │l        │                                                                  ----                              │
-    │e        │                                                                ---                                 │
-    │a        │                                                             ---                                    │
-    │r        │                                                           ---                                      │
-    │n        │                                                        ---                                         │
-    │i        │                                                     ----                                           │
-    │n        │                                                   ---                                              │
-    │g        │                                                ----                                                │
-    │         │                                              ---                                                   │
-    │r        │                                           ----                                                     │
-    │a        │                                         ---                                                        │
-    │t        │                                      ---                                                           │
-    │e        │                                    ---                                                             │
-    │         │                                 ---                                                                │
-    │         │                              ----                                                                  │
-    │         │                            ---                                                                     │
-    │         │                         ----                                                                       │
-    │         │                       ---                                                                          │
-    │         │                    ----                                                                            │
-    │         │                  ---                                                                               │
-    │         │               ---                                                                                  │
-    │         │             ---                                                                                    │
-    │         │          ---                                                                                       │
-    │         │       ----                                                                                         │
-    │         │     ---                                                                                            │
-    │         │  ----                                                                                              │
-    │ -2.00e-1│---                                                                                                 │
-    ├─────────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤
-    │         │0.00                                                                                         3.99e+2│
-    │         │                                                step                                                │
-    └─────────┴────────────────────────────────────────────────────────────────────────────────────────────────────┘
-    |}];
+  [%expect.unreachable];


(* Testing how the syntax extension %op creates labels for the resulting tensors: *)
Stdio.printf "mlp_result's name: %s\n%!" @@ Tensor.debug_name mlp_result;
(* Note: mlp_result is not included in the resulting tensor's label, because the identifier label
does not propagate across function calls. *)
-  [%expect {| mlp_result's name: mlp_point |}];
+  [%expect.unreachable];
(Stdio.printf "(mlp moons_input) name: %s\n%!"
@@ Tensor.debug_name
@@
@@ -398,4 +178,20 @@ let%expect_test "Micrograd half-moons example" =
] ->
subtensor
| _ -> assert false);
-  [%expect {| (mlp moons_input) name: mlp_moons_input |}]
+  [%expect.unreachable]
+[@@expect.uncaught_exn {|
+  (* CR expect_test_collector: This test expectation appears to contain a backtrace.
+     This is strongly discouraged as backtraces are fragile.
+     Please change this test to not include a backtrace. *)
+  ("Utils.User_error(\"The linked context lacks node b1\")")
+  Raised at Backends.verify_prior_context.(fun) in file "arrayjit/lib/backends.ml", line 285, characters 11-93
+  Called from Base__Set.Tree0.iter.iter in file "src/set.ml", line 861, characters 8-11
+  Called from Base__Set.Tree0.iter.iter in file "src/set.ml", line 860, characters 8-14
+  Called from Base__Set.Accessors.iter in file "src/set.ml" (inlined), line 1193, characters 18-38
+  Called from Backends.verify_prior_context in file "arrayjit/lib/backends.ml", lines 281-285, characters 2-94
+  Re-raised at Backends.verify_prior_context in file "arrayjit/lib/backends.ml", lines 280-285, characters 37-94
+  Called from Backends.Raise_backend.link in file "arrayjit/lib/backends.ml", lines 527-528, characters 4-49
+  Re-raised at Backends.Raise_backend.link in file "arrayjit/lib/backends.ml", lines 526-540, characters 23-92
+  Called from Tutorials__Micrograd_demo.(fun) in file "test/micrograd_demo.ml", line 125, characters 4-83
+  Called from Ppx_expect_runtime__Test_block.Configured.dump_backtrace in file "runtime/test_block.ml", line 142, characters 10-28
+  |}]
File "test/primitive_ops.ml", line 1, characters 0-0:
/usr/sbin/git --no-pager diff --no-index --color=always -u _build/default/test/primitive_ops.ml _build/.sandbox/eda8b1128941f156f63e3a82f03a55f8/default/test/primitive_ops.ml.corrected
diff --git a/_build/default/test/primitive_ops.ml b/_build/.sandbox/eda8b1128941f156f63e3a82f03a55f8/default/test/primitive_ops.ml.corrected
index c0aa497..44c6652 100644
--- a/_build/default/test/primitive_ops.ml
+++ b/_build/.sandbox/eda8b1128941f156f63e3a82f03a55f8/default/test/primitive_ops.ml.corrected
@@ -318,54 +318,129 @@ let%expect_test "sin(x)" =
let%op f x = sin x in
let plot_box = plot_unop ~f () in
PrintBox_text.output Stdio.stdout plot_box;
-  [%expect
-    {|
-    ┌─────────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐
-    │ 9.99e-1 │                                                                 #                                  │
-    │         │#### ##                                        *** **         ### ###                               │
-    │         │      #                                      **      **      #       #                              │
-    │         │       #                                    *          *    #         #                             │
-    │         │         #                                                 #           #                            │
-    │         │          #                                *            * #             #                           │
-    │         │                                          *              *               #                          │
-    │         │           #                            *                #*                                         │
-    │         │           #                                            #                 #                         │
-    │         │                                        *                  *                                        │
-    │         │             #                         *               #    *              #                        │
-    │         │                                                      #                     #                       │
-    │         │              #                       *                      *                                      │
-    │         │               #                                     #                       #                      │
-    │         │*                                    *                        *                                    *│
-    │         │               #                                    #                         #                     │
-    │         │ *                                  *                          *                                  * │
-    │         │                 #                                 #                           #                    │
-    │f        │  *                                *                            *                                *  │
-    │(        │                  #                              #                              #                   │
-    │x        │- *  -    -    -    -    -    -   *-    -    -    -    -    -    *    -    -    -    -    -    -*   │
-    │)        │                   #                             #                               #                  │
-    │         │   *                             *                                *                           *     │
-    │         │                    #                           #                                #                  │
-    │         │     *                          *                                  *                          *     │
-    │         │                     #                         #                                   #                │
-    │         │      *                        *                                    *                        *      │
-    │         │                      #                       #                                     #               │
-    │         │      *                       *                                      *               #      *       │
-    │         │                       #     *               #                        *                             │
-    │         │       *                #                   #                                         #    *        │
-    │         │         *                  *                                          *                  *         │
-    │         │                        #                  #                                          #             │
-    │         │          *                *              #                             *               #*          │
-    │         │           *              *                                              *              *           │
-    │         │                        *  #            #                                 *              #          │
-    │         │           *            *   #           #                                  *          *   #         │
-    │         │             *         *     #         #                                    *         *    #        │
-    │         │              **      *       #       #                                      *      **      #       │
-    │ -9.99e-1│               * *****         #######                                        **** *         ## ####│
-    ├─────────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤
-    │         │-5.00                                                                                           5.00│
-    │         │                                                 x                                                  │
-    └─────────┴────────────────────────────────────────────────────────────────────────────────────────────────────┘
-    |}]
+  [%expect.unreachable]
+[@@expect.uncaught_exn {|
+  (* CR expect_test_collector: This test expectation appears to contain a backtrace.
+     This is strongly discouraged as backtraces are fragile.
+     Please change this test to not include a backtrace. *)
+  "Assert_failure arrayjit/lib/c_syntax.ml:453:4"
+  Raised at Ir__C_syntax.C_syntax.pp_array_offset in file "arrayjit/lib/c_syntax.ml", line 453, characters 4-39
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 509, characters 25-53
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 479, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.pp_ll in file "arrayjit/lib/c_syntax.ml", line 480, characters 17-25
+  Called from Ir__C_syntax.C_syntax.compile_main in file "arrayjit/lib/c_syntax.ml" (inlined), line 732, characters 43-52
+  Called from Ir__C_syntax.C_syntax.compile_proc in file "arrayjit/lib/c_syntax.ml", line 855, characters 63-79
+  Called from Backends__Cc_backend.compile in file "arrayjit/lib/cc_backend.ml", line 137, characters 25-69
+  Called from Backends.Add_device.compile in file "arrayjit/lib/backends.ml", line 326, characters 15-45
+  Called from Backends.Raise_backend.compile in file "arrayjit/lib/backends.ml", line 443, characters 29-59
+  Re-raised at Backends.Raise_backend.compile in file "arrayjit/lib/backends.ml", line 443, characters 4-59
+  Re-raised at Backends.Raise_backend.compile in file "arrayjit/lib/backends.ml", lines 439-447, characters 26-99
+  Called from Ocannl__Train.to_routine in file "lib/train.ml", line 354, characters 26-82
+  Called from Tutorials__Primitive_ops.plot_unop in file "test/primitive_ops.ml", line 35, characters 19-72
+  Called from Tutorials__Primitive_ops.(fun) in file "test/primitive_ops.ml", line 319, characters 17-32
+  Called from Ppx_expect_runtime__Test_block.Configured.dump_backtrace in file "runtime/test_block.ml", line 142, characters 10-28
+  |}]


let%expect_test "cos(x)" =
let%op f x = cos x in
File "test/hello_world_op.ml", line 1, characters 0-0:
/usr/sbin/git --no-pager diff --no-index --color=always -u _build/default/test/hello_world_op.ml _build/.sandbox/eda8b1128941f156f63e3a82f03a55f8/default/test/hello_world_op.ml.corrected
diff --git a/_build/default/test/hello_world_op.ml b/_build/.sandbox/eda8b1128941f156f63e3a82f03a55f8/default/test/hello_world_op.ml.corrected
index 6407bb4..6648311 100644
--- a/_build/default/test/hello_world_op.ml
+++ b/_build/.sandbox/eda8b1128941f156f63e3a82f03a55f8/default/test/hello_world_op.ml.corrected
@@ -36,11 +36,11 @@ let%expect_test "Pointwise multiplication dims 1" =
{|
┌────────────────────┐
│[3]: *._y shape 0:1 │
-    │┌┬─────────┐        │
-    │││axis 0   │        │
-    │├┼─────────┤        │
-    │││ 1.40e+1 │        │
-    │└┴─────────┘        │
+    │┌┬──────────┐       │
+    │││axis 0    │       │
+    │├┼──────────┤       │
+    │││ 2.04e-40 │       │
+    │└┴──────────┘       │
└────────────────────┘
|}]


@@ -67,11 +67,11 @@ let%expect_test "Matrix multiplication dims 1x1" =
{|
┌───────────────────────┐
│[0]: hey shape 1:1->0:1 │
-    │┌──────┬──────┐         │
-    ││      │axis 1│         │
-    │├──────┼──────┤         │
-    ││axis 0│ 7.00 │         │
-    │└──────┴──────┘         │
+    │┌──────┬──────────┐     │
+    ││      │axis 1    │     │
+    │├──────┼──────────┤     │
+    ││axis 0│ 3.45e-28 │     │
+    │└──────┴──────────┘     │
└────────────────────────┘
|}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ y;
@@ -79,11 +79,11 @@ let%expect_test "Matrix multiplication dims 1x1" =
{|
┌───────────────────┐
│[6]: +_y shape 0:1 │
-    │┌┬─────────┐       │
-    │││axis 0   │       │
-    │├┼─────────┤       │
-    │││ 1.50e+1 │       │
-    │└┴─────────┘       │
+    │┌┬──────┐          │
+    │││axis 0│          │
+    │├┼──────┤          │
+    │││ 1.00 │          │
+    │└┴──────┘          │
└───────────────────┘
|}]


@@ -108,7 +108,7 @@ let%expect_test "Print constant tensor" =
Tensor.print ~with_code:false ~with_grad:false `Inline @@ hey;
[%expect
{|
-    [0]: [  1.00 , 2.00 , 3.00  ;  4.00 , 5.00 , 6.00  ]_hey shape 1:3->0:2  [
+    [0]: [  0.00 , 0.00 , 0.00  ;  0.00 , 0.00 , 0.00  ]_hey shape 1:3->0:2  [
1.00 , 2.00 , 3.00
;  4.00 , 5.00 , 6.00
]
@@ -117,7 +117,7 @@ let%expect_test "Print constant tensor" =
[%expect
{|
┌────────────────────────────────────────────────────────────────────────┐
-    │[0]: [  1.00 , 2.00 , 3.00  ;  4.00 , 5.00 , 6.00  ]_hey shape 1:3->0:2 │
+    │[0]: [  0.00 , 0.00 , 0.00  ;  0.00 , 0.00 , 0.00  ]_hey shape 1:3->0:2 │
│┌──────┬──────────────────┐                                             │
││      │axis 1            │                                             │
│├──────┼──────────────────┤                                             │
@@ -131,7 +131,7 @@ let%expect_test "Print constant tensor" =
Tensor.print ~with_code:false ~with_grad:false `Inline @@ hoo;
[%expect
{|
-    [1]: [| [ 1.00 ; 2.00 ; 3.00 ] ; [ 4.00 ; 5.00 ; 6.00 ] |]_hoo shape 0:2|1:3  [|
+    [1]: c2x3_hoo shape 0:2|1:3  [|
[ 1.00 ; 2.00 ; 3.00 ]
; [ 4.00 ; 5.00 ; 6.00 ]
|]
@@ -139,15 +139,15 @@ let%expect_test "Print constant tensor" =
Tensor.print ~with_code:false ~with_grad:false `Default @@ hoo;
[%expect
{|
-    ┌─────────────────────────────────────────────────────────────────────────────┐
-    │[1]: [| [ 1.00 ; 2.00 ; 3.00 ] ; [ 4.00 ; 5.00 ; 6.00 ] |]_hoo shape 0:2|1:3 │
-    │┌──────┬──────────────────┐                                                  │
-    ││      │axis 1            │                                                  │
-    │├──────┼──────────────────┤                                                  │
-    ││axis 0│ 1.00  2.00  3.00 │                                                  │
-    ││      │ 4.00  5.00  6.00 │                                                  │
-    │└──────┴──────────────────┘                                                  │
-    └─────────────────────────────────────────────────────────────────────────────┘
+    ┌────────────────────────────┐
+    │[1]: c2x3_hoo shape 0:2|1:3 │
+    │┌──────┬──────────────────┐ │
+    ││      │axis 1            │ │
+    │├──────┼──────────────────┤ │
+    ││axis 0│ 1.00  2.00  3.00 │ │
+    ││      │ 4.00  5.00  6.00 │ │
+    │└──────┴──────────────────┘ │
+    └────────────────────────────┘
|}];
let%op hey2 =
[
@@ -471,28 +471,28 @@ let%expect_test "Matrix multiplication dims 2x3" =
Tensor.print ~with_code:false ~with_grad:false `Default @@ hey;
[%expect
{|
-    ┌────────────────────────┐
-    │[0]: hey shape 1:2->0:3 │
-    │┌──────┬────────────┐   │
-    ││      │axis 1      │   │
-    │├──────┼────────────┤   │
-    ││axis 0│ 7.00  7.00 │   │
-    ││      │ 7.00  7.00 │   │
-    ││      │ 7.00  7.00 │   │
-    │└──────┴────────────┘   │
-    └────────────────────────┘
+    ┌─────────────────────────┐
+    │[0]: hey shape 1:2->0:3  │
+    │┌──────┬────────────────┐│
+    ││      │axis 1          ││
+    │├──────┼────────────────┤│
+    ││axis 0│ 1.02e-40  0.00 ││
+    ││      │ 0.00      0.00 ││
+    ││      │ 4.48e-44  0.00 ││
+    │└──────┴────────────────┘│
+    └─────────────────────────┘
|}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ y;
[%expect
{|
-    ┌──────────────────────────────┐
-    │[6]: +_y shape 0:3            │
-    │┌┬───────────────────────────┐│
-    │││axis 0                     ││
-    │├┼───────────────────────────┤│
-    │││ 3.90e+1  4.00e+1  4.10e+1 ││
-    │└┴───────────────────────────┘│
-    └──────────────────────────────┘
+    ┌─────────────────────┐
+    │[6]: +_y shape 0:3   │
+    │┌┬──────────────────┐│
+    │││axis 0            ││
+    │├┼──────────────────┤│
+    │││ 4.00  5.00  6.00 ││
+    │└┴──────────────────┘│
+    └─────────────────────┘
|}]


let%expect_test "Big matrix" =
@@ -516,70 +516,37 @@ let%expect_test "Big matrix" =
Train.forward_and_forget backend ctx y;
Tensor.print ~with_code:false ~with_grad:false `Inline zero_to_twenty;
[%expect
-    {|
-    [2]: 0...20 shape 0:21  [
-      0.00
-      ; 1.00
-      ; 2.00
-      ; 3.00
-      ; 4.00
-      ; 5.00
-      ; 6.00
-      ; 7.00
-      ; 8.00
-      ; 9.00
-      ; 10.00
-      ; 11.00
-      ; 12.00
-      ; 13.00
-      ; 14.00
-      ; 15.00
-      ; 16.00
-      ; 17.00
-      ; 18.00
-      ; 19.00
-      ; 20.00
-    ]
-    |}];
+    {| [2]: 0...20 shape 0:21  <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default zero_to_twenty;
[%expect
-    {|
-    ┌──────────────────────────────────────┐
-    │[2]: 0...20 shape 0:21                │
-    │┌┬───────────────────────────────────┐│
-    │││axis 0                             ││
-    │├┼───────────────────────────────────┤│
-    │││ 0.00  1.00  ...  1.90e+1  2.00e+1 ││
-    │└┴───────────────────────────────────┘│
-    └──────────────────────────────────────┘
-    |}];
+    {| [2]: 0...20 shape 0:21  <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default hey;
[%expect
{|
-    ┌──────────────────────────────────────────────────┐
-    │[0]: hey shape 1:21->0:21                         │
-    │┌──────┬─────────────────────────────────────────┐│
-    ││      │axis 1                                   ││
-    │├──────┼─────────────────────────────────────────┤│
-    ││axis 0│ 5.00e-1  5.00e-1  ...  5.00e-1  5.00e-1 ││
-    ││      │ 5.00e-1  5.00e-1  ...  5.00e-1  5.00e-1 ││
-    ││      │ ...      ...      ...  ...      ...     ││
-    ││      │ 5.00e-1  5.00e-1  ...  5.00e-1  5.00e-1 ││
-    ││      │ 5.00e-1  5.00e-1  ...  5.00e-1  5.00e-1 ││
-    │└──────┴─────────────────────────────────────────┘│
-    └──────────────────────────────────────────────────┘
+    ┌──────────────────────────────────────────────────────────┐
+    │[0]: hey shape 1:21->0:21                                 │
+    │┌──────┬─────────────────────────────────────────────────┐│
+    ││      │axis 1                                           ││
+    │├──────┼─────────────────────────────────────────────────┤│
+    ││axis 0│ 1.09e+32   4.52e-41   ...  -1.36e-38  -1.18e+21 ││
+    ││      │ -2.28e-26  -1.36e-38  ...  -1.36e-38  -1.18e+21 ││
+    ││      │ ...        ...        ...  ...        ...       ││
+    ││      │ -2.18e-37  6.33e-10   ...  8.14e-13   -2.28e-26 ││
+    ││      │ 4.05e-11   8.14e-13   ...  -2.28e-26  -1.36e-38 ││
+    │└──────┴─────────────────────────────────────────────────┘│
+    └──────────────────────────────────────────────────────────┘
|}];
Tensor.print ~with_code:false ~with_grad:false `Default y;
[%expect
{|
-    ┌────────────────────────────────────────────┐
-    │[5]: + shape 0:21                           │
-    │┌┬─────────────────────────────────────────┐│
-    │││axis 0                                   ││
-    │├┼─────────────────────────────────────────┤│
-    │││ 1.05e+2  1.06e+2  ...  1.24e+2  1.25e+2 ││
-    │└┴─────────────────────────────────────────┘│
-    └────────────────────────────────────────────┘
+    ┌─────────────────────────────────────────────────┐
+    │[5]: + shape 0:21                                │
+    │┌┬──────────────────────────────────────────────┐│
+    │││axis 0                                        ││
+    │├┼──────────────────────────────────────────────┤│
+    │││ 2.19e+32  -9.13e+22  ...  4.68e+23  8.75e+22 ││
+    │└┴──────────────────────────────────────────────┘│
+    └─────────────────────────────────────────────────┘
|}]


let%expect_test "Very big tensor" =
@@ -603,140 +570,7 @@ let%expect_test "Very big tensor" =
Train.forward_and_forget backend ctx hoo;
Tensor.print ~with_code:false ~with_grad:false `Default hey;
[%expect
-    {|
-    ┌───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┐
-    │[0]: r6x10x11x7x8x9 shape 0:6|3:7,4:8,5:9->1:10,2:11                                                                                                                                   │
-    │┌──────┬─────────────────────────────────────────┬─────────────────────────────────────────┬──────┬─────────────────────────────────────────┬─────────────────────────────────────────┐│
-    ││0 @ 0 │0 @ 4                                    │1 @ 4                                    │~~~~~ │6 @ 4                                    │7 @ 4                                    ││
-    ││      │axis 5                                   │axis 5                                   │axis 5│axis 5                                   │axis 5                                   ││
-    │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼──────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
-    ││0 @ 1 │ 0.00     1.00     ...  7.00     8.00    │ 9.00     1.00e+1  ...  1.60e+1  1.70e+1 │ ...  │ 5.40e+1  5.50e+1  ...  6.10e+1  6.20e+1 │ 6.30e+1  6.40e+1  ...  7.00e+1  7.10e+1 ││
-    ││axis 2│ 5.04e+2  5.05e+2  ...  5.11e+2  5.12e+2 │ 5.13e+2  5.14e+2  ...  5.20e+2  5.21e+2 │      │ 5.58e+2  5.59e+2  ...  5.65e+2  5.66e+2 │ 5.67e+2  5.68e+2  ...  5.74e+2  5.75e+2 ││
-    ││      │ ...      ...      ...  ...      ...     │ ...      ...      ...  ...      ...     │      │ ...      ...      ...  ...      ...     │ ...      ...      ...  ...      ...     ││
-    ││      │ 4.53e+3  4.53e+3  ...  4.54e+3  4.54e+3 │ 4.54e+3  4.54e+3  ...  4.55e+3  4.55e+3 │      │ 4.59e+3  4.59e+3  ...  4.59e+3  4.59e+3 │ 4.59e+3  4.60e+3  ...  4.60e+3  4.60e+3 ││
-    ││      │ 5.04e+3  5.04e+3  ...  5.04e+3  5.04e+3 │ 5.04e+3  5.05e+3  ...  5.05e+3  5.05e+3 │      │ 5.09e+3  5.09e+3  ...  5.10e+3  5.10e+3 │ 5.10e+3  5.10e+3  ...  5.11e+3  5.11e+3 ││
-    │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼──────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
-    ││1 @ 1 │ 5.54e+3  5.54e+3  ...  5.55e+3  5.55e+3 │ 5.55e+3  5.55e+3  ...  5.56e+3  5.56e+3 │ ...  │ 5.59e+3  5.59e+3  ...  5.60e+3  5.60e+3 │ 5.60e+3  5.60e+3  ...  5.61e+3  5.61e+3 ││
-    ││axis 2│ 6.04e+3  6.04e+3  ...  6.05e+3  6.05e+3 │ 6.05e+3  6.05e+3  ...  6.06e+3  6.06e+3 │      │ 6.10e+3  6.10e+3  ...  6.10e+3  6.11e+3 │ 6.11e+3  6.11e+3  ...  6.11e+3  6.11e+3 ││
-    ││      │ ...      ...      ...  ...      ...     │ ...      ...      ...  ...      ...     │      │ ...      ...      ...  ...      ...     │ ...      ...      ...  ...      ...     ││
-    ││      │ 1.00e+4  1.00e+4  ...  1.00e+4  1.00e+4 │ 1.00e+4  1.00e+4  ...  1.00e+4  1.00e+4 │      │ 1.01e+4  1.01e+4  ...  1.01e+4  1.01e+4 │ 1.01e+4  1.01e+4  ...  1.01e+4  1.01e+4 ││
-    ││      │ 1.05e+4  1.05e+4  ...  1.05e+4  1.05e+4 │ 1.05e+4  1.05e+4  ...  1.06e+4  1.06e+4 │      │ 1.06e+4  1.06e+4  ...  1.06e+4  1.06e+4 │ 1.06e+4  1.06e+4  ...  1.06e+4  1.06e+4 ││
-    │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼──────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
-    ││~~~~~ │ ...                                     │ ...                                     │ ...  │ ...                                     │ ...                                     ││
-    ││axis 2│                                         │                                         │      │                                         │                                         ││
-    │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼──────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
-    ││8 @ 1 │ 4.43e+4  4.43e+4  ...  4.43e+4  4.43e+4 │ 4.43e+4  4.43e+4  ...  4.43e+4  4.43e+4 │ ...  │ 4.44e+4  4.44e+4  ...  4.44e+4  4.44e+4 │ 4.44e+4  4.44e+4  ...  4.44e+4  4.44e+4 ││
-    ││axis 2│ 4.48e+4  4.48e+4  ...  4.48e+4  4.48e+4 │ 4.48e+4  4.48e+4  ...  4.48e+4  4.48e+4 │      │ 4.49e+4  4.49e+4  ...  4.49e+4  4.49e+4 │ 4.49e+4  4.49e+4  ...  4.49e+4  4.49e+4 ││
-    ││      │ ...      ...      ...  ...      ...     │ ...      ...      ...  ...      ...     │      │ ...      ...      ...  ...      ...     │ ...      ...      ...  ...      ...     ││
-    ││      │ 4.88e+4  4.88e+4  ...  4.88e+4  4.88e+4 │ 4.88e+4  4.88e+4  ...  4.89e+4  4.89e+4 │      │ 4.89e+4  4.89e+4  ...  4.89e+4  4.89e+4 │ 4.89e+4  4.89e+4  ...  4.89e+4  4.89e+4 ││
-    ││      │ 4.93e+4  4.93e+4  ...  4.93e+4  4.94e+4 │ 4.94e+4  4.94e+4  ...  4.94e+4  4.94e+4 │      │ 4.94e+4  4.94e+4  ...  4.94e+4  4.94e+4 │ 4.94e+4  4.94e+4  ...  4.94e+4  4.94e+4 ││
-    │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼──────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
-    ││9 @ 1 │ 4.98e+4  4.98e+4  ...  4.99e+4  4.99e+4 │ 4.99e+4  4.99e+4  ...  4.99e+4  4.99e+4 │ ...  │ 4.99e+4  4.99e+4  ...  4.99e+4  4.99e+4 │ 4.99e+4  4.99e+4  ...  4.99e+4  4.99e+4 ││
-    ││axis 2│ 5.04e+4  5.04e+4  ...  5.04e+4  5.04e+4 │ 5.04e+4  5.04e+4  ...  5.04e+4  5.04e+4 │      │ 5.04e+4  5.04e+4  ...  5.04e+4  5.04e+4 │ 5.04e+4  5.04e+4  ...  5.04e+4  5.04e+4 ││
-    ││      │ ...      ...      ...  ...      ...     │ ...      ...      ...  ...      ...     │      │ ...      ...      ...  ...      ...     │ ...      ...      ...  ...      ...     ││
-    ││      │ 5.44e+4  5.44e+4  ...  5.44e+4  5.44e+4 │ 5.44e+4  5.44e+4  ...  5.44e+4  5.44e+4 │      │ 5.44e+4  5.44e+4  ...  5.44e+4  5.44e+4 │ 5.44e+4  5.44e+4  ...  5.45e+4  5.45e+4 ││
-    ││      │ 5.49e+4  5.49e+4  ...  5.49e+4  5.49e+4 │ 5.49e+4  5.49e+4  ...  5.49e+4  5.49e+4 │      │ 5.49e+4  5.49e+4  ...  5.49e+4  5.49e+4 │ 5.49e+4  5.50e+4  ...  5.50e+4  5.50e+4 ││
-    │└──────┴─────────────────────────────────────────┴─────────────────────────────────────────┴──────┴─────────────────────────────────────────┴─────────────────────────────────────────┘│
-    ├───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┤
-    │┌──────┬─────────────────────────────────────────┬─────────────────────────────────────────┬──────┬─────────────────────────────────────────┬─────────────────────────────────────────┐│
-    ││1 @ 0 │0 @ 4                                    │1 @ 4                                    │~~~~~ │6 @ 4                                    │7 @ 4                                    ││
-    ││      │axis 5                                   │axis 5                                   │axis 5│axis 5                                   │axis 5                                   ││
-    │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼──────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
-    ││0 @ 1 │ 5.54e+4  5.54e+4  ...  5.54e+4  5.54e+4 │ 5.54e+4  5.54e+4  ...  5.54e+4  5.54e+4 │ ...  │ 5.54e+4  5.54e+4  ...  5.55e+4  5.55e+4 │ 5.55e+4  5.55e+4  ...  5.55e+4  5.55e+4 ││
-    ││axis 2│ 5.59e+4  5.59e+4  ...  5.59e+4  5.59e+4 │ 5.59e+4  5.59e+4  ...  5.59e+4  5.59e+4 │      │ 5.59e+4  5.59e+4  ...  5.60e+4  5.60e+4 │ 5.60e+4  5.60e+4  ...  5.60e+4  5.60e+4 ││
-    ││      │ ...      ...      ...  ...      ...     │ ...      ...      ...  ...      ...     │      │ ...      ...      ...  ...      ...     │ ...      ...      ...  ...      ...     ││
-    ││      │ 5.99e+4  5.99e+4  ...  5.99e+4  5.99e+4 │ 5.99e+4  5.99e+4  ...  5.99e+4  5.99e+4 │      │ 6.00e+4  6.00e+4  ...  6.00e+4  6.00e+4 │ 6.00e+4  6.00e+4  ...  6.00e+4  6.00e+4 ││
-    ││      │ 6.04e+4  6.04e+4  ...  6.04e+4  6.04e+4 │ 6.04e+4  6.04e+4  ...  6.04e+4  6.04e+4 │      │ 6.05e+4  6.05e+4  ...  6.05e+4  6.05e+4 │ 6.05e+4  6.05e+4  ...  6.05e+4  6.05e+4 ││
-    │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼──────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
-    ││1 @ 1 │ 6.09e+4  6.09e+4  ...  6.09e+4  6.09e+4 │ 6.09e+4  6.09e+4  ...  6.10e+4  6.10e+4 │ ...  │ 6.10e+4  6.10e+4  ...  6.10e+4  6.10e+4 │ 6.10e+4  6.10e+4  ...  6.10e+4  6.10e+4 ││
-    ││axis 2│ 6.14e+4  6.14e+4  ...  6.14e+4  6.14e+4 │ 6.14e+4  6.14e+4  ...  6.15e+4  6.15e+4 │      │ 6.15e+4  6.15e+4  ...  6.15e+4  6.15e+4 │ 6.15e+4  6.15e+4  ...  6.15e+4  6.15e+4 ││
-    ││      │ ...      ...      ...  ...      ...     │ ...      ...      ...  ...      ...     │      │ ...      ...      ...  ...      ...     │ ...      ...      ...  ...      ...     ││
-    ││      │ 6.55e+4  6.55e+4  ...  6.55e+4  6.55e+4 │ 6.55e+4  6.55e+4  ...  6.55e+4  6.55e+4 │      │ 6.55e+4  6.55e+4  ...  6.55e+4  6.55e+4 │ 6.55e+4  6.55e+4  ...  6.55e+4  6.55e+4 ││
-    ││      │ 6.60e+4  6.60e+4  ...  6.60e+4  6.60e+4 │ 6.60e+4  6.60e+4  ...  6.60e+4  6.60e+4 │      │ 6.60e+4  6.60e+4  ...  6.60e+4  6.60e+4 │ 6.60e+4  6.60e+4  ...  6.60e+4  6.60e+4 ││
-    │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼──────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
-    ││~~~~~ │ ...                                     │ ...                                     │ ...  │ ...                                     │ ...                                     ││
-    ││axis 2│                                         │                                         │      │                                         │                                         ││
-    │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼──────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
-    ││8 @ 1 │ 9.97e+4  9.97e+4  ...  9.97e+4  9.98e+4 │ 9.98e+4  9.98e+4  ...  9.98e+4  9.98e+4 │ ...  │ 9.98e+4  9.98e+4  ...  9.98e+4  9.98e+4 │ 9.98e+4  9.98e+4  ...  9.98e+4  9.98e+4 ││
-    ││axis 2│ 1.00e+5  1.00e+5  ...  1.00e+5  1.00e+5 │ 1.00e+5  1.00e+5  ...  1.00e+5  1.00e+5 │      │ 1.00e+5  1.00e+5  ...  1.00e+5  1.00e+5 │ 1.00e+5  1.00e+5  ...  1.00e+5  1.00e+5 ││
-    ││      │ ...      ...      ...  ...      ...     │ ...      ...      ...  ...      ...     │      │ ...      ...      ...  ...      ...     │ ...      ...      ...  ...      ...     ││
-    ││      │ 1.04e+5  1.04e+5  ...  1.04e+5  1.04e+5 │ 1.04e+5  1.04e+5  ...  1.04e+5  1.04e+5 │      │ 1.04e+5  1.04e+5  ...  1.04e+5  1.04e+5 │ 1.04e+5  1.04e+5  ...  1.04e+5  1.04e+5 ││
-    ││      │ 1.04e+5  1.04e+5  ...  1.04e+5  1.04e+5 │ 1.04e+5  1.04e+5  ...  1.04e+5  1.04e+5 │      │ 1.04e+5  1.04e+5  ...  1.04e+5  1.04e+5 │ 1.04e+5  1.04e+5  ...  1.04e+5  1.04e+5 ││
-    │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼──────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
-    ││9 @ 1 │ 1.05e+5  1.05e+5  ...  1.05e+5  1.05e+5 │ 1.05e+5  1.05e+5  ...  1.05e+5  1.05e+5 │ ...  │ 1.05e+5  1.05e+5  ...  1.05e+5  1.05e+5 │ 1.05e+5  1.05e+5  ...  1.05e+5  1.05e+5 ││
-    ││axis 2│ 1.05e+5  1.05e+5  ...  1.05e+5  1.05e+5 │ 1.05e+5  1.05e+5  ...  1.05e+5  1.05e+5 │      │ 1.05e+5  1.05e+5  ...  1.05e+5  1.05e+5 │ 1.05e+5  1.05e+5  ...  1.05e+5  1.05e+5 ││
-    ││      │ ...      ...      ...  ...      ...     │ ...      ...      ...  ...      ...     │      │ ...      ...      ...  ...      ...     │ ...      ...      ...  ...      ...     ││
-    ││      │ 1.09e+5  1.09e+5  ...  1.09e+5  1.09e+5 │ 1.09e+5  1.09e+5  ...  1.09e+5  1.09e+5 │      │ 1.09e+5  1.09e+5  ...  1.09e+5  1.09e+5 │ 1.09e+5  1.09e+5  ...  1.09e+5  1.09e+5 ││
-    ││      │ 1.10e+5  1.10e+5  ...  1.10e+5  1.10e+5 │ 1.10e+5  1.10e+5  ...  1.10e+5  1.10e+5 │      │ 1.10e+5  1.10e+5  ...  1.10e+5  1.10e+5 │ 1.10e+5  1.10e+5  ...  1.10e+5  1.10e+5 ││
-    │└──────┴─────────────────────────────────────────┴─────────────────────────────────────────┴──────┴─────────────────────────────────────────┴─────────────────────────────────────────┘│
-    ├───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┤
-    │ ...                                                                                                                                                                                   │
-    ├───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┤
-    │┌──────┬─────────────────────────────────────────┬─────────────────────────────────────────┬──────┬─────────────────────────────────────────┬─────────────────────────────────────────┐│
-    ││4 @ 0 │0 @ 4                                    │1 @ 4                                    │~~~~~ │6 @ 4                                    │7 @ 4                                    ││
-    ││      │axis 5                                   │axis 5                                   │axis 5│axis 5                                   │axis 5                                   ││
-    │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼──────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
-    ││0 @ 1 │ 2.21e+5  2.21e+5  ...  2.21e+5  2.21e+5 │ 2.21e+5  2.21e+5  ...  2.21e+5  2.21e+5 │ ...  │ 2.21e+5  2.21e+5  ...  2.21e+5  2.21e+5 │ 2.21e+5  2.21e+5  ...  2.21e+5  2.21e+5 ││
-    ││axis 2│ 2.22e+5  2.22e+5  ...  2.22e+5  2.22e+5 │ 2.22e+5  2.22e+5  ...  2.22e+5  2.22e+5 │      │ 2.22e+5  2.22e+5  ...  2.22e+5  2.22e+5 │ 2.22e+5  2.22e+5  ...  2.22e+5  2.22e+5 ││
-    ││      │ ...      ...      ...  ...      ...     │ ...      ...      ...  ...      ...     │      │ ...      ...      ...  ...      ...     │ ...      ...      ...  ...      ...     ││
-    ││      │ 2.26e+5  2.26e+5  ...  2.26e+5  2.26e+5 │ 2.26e+5  2.26e+5  ...  2.26e+5  2.26e+5 │      │ 2.26e+5  2.26e+5  ...  2.26e+5  2.26e+5 │ 2.26e+5  2.26e+5  ...  2.26e+5  2.26e+5 ││
-    ││      │ 2.26e+5  2.26e+5  ...  2.26e+5  2.26e+5 │ 2.26e+5  2.26e+5  ...  2.26e+5  2.26e+5 │      │ 2.26e+5  2.26e+5  ...  2.26e+5  2.26e+5 │ 2.26e+5  2.26e+5  ...  2.26e+5  2.26e+5 ││
-    │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼──────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
-    ││1 @ 1 │ 2.27e+5  2.27e+5  ...  2.27e+5  2.27e+5 │ 2.27e+5  2.27e+5  ...  2.27e+5  2.27e+5 │ ...  │ 2.27e+5  2.27e+5  ...  2.27e+5  2.27e+5 │ 2.27e+5  2.27e+5  ...  2.27e+5  2.27e+5 ││
-    ││axis 2│ 2.27e+5  2.27e+5  ...  2.27e+5  2.27e+5 │ 2.27e+5  2.27e+5  ...  2.27e+5  2.27e+5 │      │ 2.27e+5  2.27e+5  ...  2.27e+5  2.27e+5 │ 2.27e+5  2.27e+5  ...  2.27e+5  2.27e+5 ││
-    ││      │ ...      ...      ...  ...      ...     │ ...      ...      ...  ...      ...     │      │ ...      ...      ...  ...      ...     │ ...      ...      ...  ...      ...     ││
-    ││      │ 2.31e+5  2.31e+5  ...  2.31e+5  2.31e+5 │ 2.31e+5  2.31e+5  ...  2.31e+5  2.31e+5 │      │ 2.31e+5  2.31e+5  ...  2.31e+5  2.31e+5 │ 2.31e+5  2.31e+5  ...  2.31e+5  2.31e+5 ││
-    ││      │ 2.32e+5  2.32e+5  ...  2.32e+5  2.32e+5 │ 2.32e+5  2.32e+5  ...  2.32e+5  2.32e+5 │      │ 2.32e+5  2.32e+5  ...  2.32e+5  2.32e+5 │ 2.32e+5  2.32e+5  ...  2.32e+5  2.32e+5 ││
-    │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼──────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
-    ││~~~~~ │ ...                                     │ ...                                     │ ...  │ ...                                     │ ...                                     ││
-    ││axis 2│                                         │                                         │      │                                         │                                         ││
-    │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼──────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
-    ││8 @ 1 │ 2.66e+5  2.66e+5  ...  2.66e+5  2.66e+5 │ 2.66e+5  2.66e+5  ...  2.66e+5  2.66e+5 │ ...  │ 2.66e+5  2.66e+5  ...  2.66e+5  2.66e+5 │ 2.66e+5  2.66e+5  ...  2.66e+5  2.66e+5 ││
-    ││axis 2│ 2.66e+5  2.66e+5  ...  2.66e+5  2.66e+5 │ 2.66e+5  2.66e+5  ...  2.66e+5  2.66e+5 │      │ 2.66e+5  2.66e+5  ...  2.66e+5  2.66e+5 │ 2.66e+5  2.66e+5  ...  2.66e+5  2.66e+5 ││
-    ││      │ ...      ...      ...  ...      ...     │ ...      ...      ...  ...      ...     │      │ ...      ...      ...  ...      ...     │ ...      ...      ...  ...      ...     ││
-    ││      │ 2.70e+5  2.70e+5  ...  2.70e+5  2.70e+5 │ 2.70e+5  2.70e+5  ...  2.70e+5  2.70e+5 │      │ 2.70e+5  2.70e+5  ...  2.70e+5  2.70e+5 │ 2.70e+5  2.70e+5  ...  2.70e+5  2.70e+5 ││
-    ││      │ 2.71e+5  2.71e+5  ...  2.71e+5  2.71e+5 │ 2.71e+5  2.71e+5  ...  2.71e+5  2.71e+5 │      │ 2.71e+5  2.71e+5  ...  2.71e+5  2.71e+5 │ 2.71e+5  2.71e+5  ...  2.71e+5  2.71e+5 ││
-    │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼──────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
-    ││9 @ 1 │ 2.71e+5  2.71e+5  ...  2.71e+5  2.71e+5 │ 2.71e+5  2.71e+5  ...  2.71e+5  2.71e+5 │ ...  │ 2.71e+5  2.71e+5  ...  2.71e+5  2.71e+5 │ 2.71e+5  2.71e+5  ...  2.71e+5  2.71e+5 ││
-    ││axis 2│ 2.72e+5  2.72e+5  ...  2.72e+5  2.72e+5 │ 2.72e+5  2.72e+5  ...  2.72e+5  2.72e+5 │      │ 2.72e+5  2.72e+5  ...  2.72e+5  2.72e+5 │ 2.72e+5  2.72e+5  ...  2.72e+5  2.72e+5 ││
-    ││      │ ...      ...      ...  ...      ...     │ ...      ...      ...  ...      ...     │      │ ...      ...      ...  ...      ...     │ ...      ...      ...  ...      ...     ││
-    ││      │ 2.76e+5  2.76e+5  ...  2.76e+5  2.76e+5 │ 2.76e+5  2.76e+5  ...  2.76e+5  2.76e+5 │      │ 2.76e+5  2.76e+5  ...  2.76e+5  2.76e+5 │ 2.76e+5  2.76e+5  ...  2.76e+5  2.76e+5 ││
-    ││      │ 2.76e+5  2.76e+5  ...  2.76e+5  2.76e+5 │ 2.76e+5  2.76e+5  ...  2.76e+5  2.76e+5 │      │ 2.76e+5  2.76e+5  ...  2.76e+5  2.76e+5 │ 2.76e+5  2.76e+5  ...  2.76e+5  2.76e+5 ││
-    │└──────┴─────────────────────────────────────────┴─────────────────────────────────────────┴──────┴─────────────────────────────────────────┴─────────────────────────────────────────┘│
-    ├───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┤
-    │┌──────┬─────────────────────────────────────────┬─────────────────────────────────────────┬──────┬─────────────────────────────────────────┬─────────────────────────────────────────┐│
-    ││5 @ 0 │0 @ 4                                    │1 @ 4                                    │~~~~~ │6 @ 4                                    │7 @ 4                                    ││
-    ││      │axis 5                                   │axis 5                                   │axis 5│axis 5                                   │axis 5                                   ││
-    │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼──────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
-    ││0 @ 1 │ 2.77e+5  2.77e+5  ...  2.77e+5  2.77e+5 │ 2.77e+5  2.77e+5  ...  2.77e+5  2.77e+5 │ ...  │ 2.77e+5  2.77e+5  ...  2.77e+5  2.77e+5 │ 2.77e+5  2.77e+5  ...  2.77e+5  2.77e+5 ││
-    ││axis 2│ 2.77e+5  2.77e+5  ...  2.77e+5  2.77e+5 │ 2.77e+5  2.77e+5  ...  2.77e+5  2.77e+5 │      │ 2.77e+5  2.77e+5  ...  2.77e+5  2.77e+5 │ 2.77e+5  2.77e+5  ...  2.77e+5  2.77e+5 ││
-    ││      │ ...      ...      ...  ...      ...     │ ...      ...      ...  ...      ...     │      │ ...      ...      ...  ...      ...     │ ...      ...      ...  ...      ...     ││
-    ││      │ 2.81e+5  2.81e+5  ...  2.81e+5  2.81e+5 │ 2.81e+5  2.81e+5  ...  2.81e+5  2.81e+5 │      │ 2.81e+5  2.81e+5  ...  2.81e+5  2.81e+5 │ 2.81e+5  2.81e+5  ...  2.81e+5  2.81e+5 ││
-    ││      │ 2.82e+5  2.82e+5  ...  2.82e+5  2.82e+5 │ 2.82e+5  2.82e+5  ...  2.82e+5  2.82e+5 │      │ 2.82e+5  2.82e+5  ...  2.82e+5  2.82e+5 │ 2.82e+5  2.82e+5  ...  2.82e+5  2.82e+5 ││
-    │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼──────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
-    ││1 @ 1 │ 2.82e+5  2.82e+5  ...  2.82e+5  2.82e+5 │ 2.82e+5  2.82e+5  ...  2.82e+5  2.82e+5 │ ...  │ 2.82e+5  2.82e+5  ...  2.82e+5  2.82e+5 │ 2.82e+5  2.82e+5  ...  2.82e+5  2.82e+5 ││
-    ││axis 2│ 2.83e+5  2.83e+5  ...  2.83e+5  2.83e+5 │ 2.83e+5  2.83e+5  ...  2.83e+5  2.83e+5 │      │ 2.83e+5  2.83e+5  ...  2.83e+5  2.83e+5 │ 2.83e+5  2.83e+5  ...  2.83e+5  2.83e+5 ││
-    ││      │ ...      ...      ...  ...      ...     │ ...      ...      ...  ...      ...     │      │ ...      ...      ...  ...      ...     │ ...      ...      ...  ...      ...     ││
-    ││      │ 2.87e+5  2.87e+5  ...  2.87e+5  2.87e+5 │ 2.87e+5  2.87e+5  ...  2.87e+5  2.87e+5 │      │ 2.87e+5  2.87e+5  ...  2.87e+5  2.87e+5 │ 2.87e+5  2.87e+5  ...  2.87e+5  2.87e+5 ││
-    ││      │ 2.87e+5  2.87e+5  ...  2.87e+5  2.87e+5 │ 2.87e+5  2.87e+5  ...  2.87e+5  2.87e+5 │      │ 2.87e+5  2.87e+5  ...  2.87e+5  2.87e+5 │ 2.87e+5  2.87e+5  ...  2.87e+5  2.87e+5 ││
-    │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼──────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
-    ││~~~~~ │ ...                                     │ ...                                     │ ...  │ ...                                     │ ...                                     ││
-    ││axis 2│                                         │                                         │      │                                         │                                         ││
-    │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼──────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
-    ││8 @ 1 │ 3.21e+5  3.21e+5  ...  3.21e+5  3.21e+5 │ 3.21e+5  3.21e+5  ...  3.21e+5  3.21e+5 │ ...  │ 3.21e+5  3.21e+5  ...  3.21e+5  3.21e+5 │ 3.21e+5  3.21e+5  ...  3.21e+5  3.21e+5 ││
-    ││axis 2│ 3.22e+5  3.22e+5  ...  3.22e+5  3.22e+5 │ 3.22e+5  3.22e+5  ...  3.22e+5  3.22e+5 │      │ 3.22e+5  3.22e+5  ...  3.22e+5  3.22e+5 │ 3.22e+5  3.22e+5  ...  3.22e+5  3.22e+5 ││
-    ││      │ ...      ...      ...  ...      ...     │ ...      ...      ...  ...      ...     │      │ ...      ...      ...  ...      ...     │ ...      ...      ...  ...      ...     ││
-    ││      │ 3.26e+5  3.26e+5  ...  3.26e+5  3.26e+5 │ 3.26e+5  3.26e+5  ...  3.26e+5  3.26e+5 │      │ 3.26e+5  3.26e+5  ...  3.26e+5  3.26e+5 │ 3.26e+5  3.26e+5  ...  3.26e+5  3.26e+5 ││
-    ││      │ 3.26e+5  3.26e+5  ...  3.26e+5  3.26e+5 │ 3.26e+5  3.26e+5  ...  3.26e+5  3.26e+5 │      │ 3.26e+5  3.26e+5  ...  3.26e+5  3.26e+5 │ 3.26e+5  3.26e+5  ...  3.26e+5  3.26e+5 ││
-    │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼──────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
-    ││9 @ 1 │ 3.27e+5  3.27e+5  ...  3.27e+5  3.27e+5 │ 3.27e+5  3.27e+5  ...  3.27e+5  3.27e+5 │ ...  │ 3.27e+5  3.27e+5  ...  3.27e+5  3.27e+5 │ 3.27e+5  3.27e+5  ...  3.27e+5  3.27e+5 ││
-    ││axis 2│ 3.27e+5  3.27e+5  ...  3.27e+5  3.27e+5 │ 3.27e+5  3.27e+5  ...  3.27e+5  3.27e+5 │      │ 3.27e+5  3.27e+5  ...  3.27e+5  3.27e+5 │ 3.27e+5  3.27e+5  ...  3.27e+5  3.27e+5 ││
-    ││      │ ...      ...      ...  ...      ...     │ ...      ...      ...  ...      ...     │      │ ...      ...      ...  ...      ...     │ ...      ...      ...  ...      ...     ││
-    ││      │ 3.31e+5  3.31e+5  ...  3.31e+5  3.31e+5 │ 3.31e+5  3.31e+5  ...  3.31e+5  3.31e+5 │      │ 3.31e+5  3.31e+5  ...  3.31e+5  3.31e+5 │ 3.31e+5  3.31e+5  ...  3.31e+5  3.31e+5 ││
-    ││      │ 3.32e+5  3.32e+5  ...  3.32e+5  3.32e+5 │ 3.32e+5  3.32e+5  ...  3.32e+5  3.32e+5 │      │ 3.32e+5  3.32e+5  ...  3.32e+5  3.32e+5 │ 3.32e+5  3.32e+5  ...  3.32e+5  3.32e+5 ││
-    │└──────┴─────────────────────────────────────────┴─────────────────────────────────────────┴──────┴─────────────────────────────────────────┴─────────────────────────────────────────┘│
-    └───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┘
-    |}];
+    {| [0]: r6x10x11x7x8x9 shape 0:6|3:7,4:8,5:9->1:10,2:11  <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default hoo;
(* Disable line wrapping for viewing the output. In VSCode: `View: Toggle Word Wrap`. *)
[%expect
File "test/einsum_trivia.ml", line 1, characters 0-0:
/usr/sbin/git --no-pager diff --no-index --color=always -u _build/default/test/einsum_trivia.ml _build/.sandbox/eda8b1128941f156f63e3a82f03a55f8/default/test/einsum_trivia.ml.corrected
diff --git a/_build/default/test/einsum_trivia.ml b/_build/.sandbox/eda8b1128941f156f63e3a82f03a55f8/default/test/einsum_trivia.ml.corrected
index 35a36fa..3108b5d 100644
--- a/_build/default/test/einsum_trivia.ml
+++ b/_build/.sandbox/eda8b1128941f156f63e3a82f03a55f8/default/test/einsum_trivia.ml.corrected
@@ -28,20 +28,7 @@ let%expect_test "einsum1 permute axes" =
Train.forward_and_forget backend ctx ho;
Tensor.print ~with_code:false ~with_grad:false `Default @@ hey;
[%expect
-    {|
-    ┌─────────────────────────────────────────────────────────────┐
-    │[0]: r2x4x3 shape 0:2|2:3->1:4                               │
-    │┌──────┬────────────────────────┬───────────────────────────┐│
-    ││      │0 @ 0                   │1 @ 0                      ││
-    ││      │axis 2                  │axis 2                     ││
-    │├──────┼────────────────────────┼───────────────────────────┤│
-    ││axis 1│ 0.00  1.00     2.00    │ 1.20e+1  1.30e+1  1.40e+1 ││
-    ││      │ 3.00  4.00     5.00    │ 1.50e+1  1.60e+1  1.70e+1 ││
-    ││      │ 6.00  7.00     8.00    │ 1.80e+1  1.90e+1  2.00e+1 ││
-    ││      │ 9.00  1.00e+1  1.10e+1 │ 2.10e+1  2.20e+1  2.30e+1 ││
-    │└──────┴────────────────────────┴───────────────────────────┘│
-    └─────────────────────────────────────────────────────────────┘
-    |}];
+    {| [0]: r2x4x3 shape 0:2|2:3->1:4  <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ ho;
[%expect
{|
@@ -64,106 +51,7 @@ let%expect_test "einsum1 permute axes" =
Train.forward_and_forget backend ctx ho2;
Tensor.print ~with_code:false ~with_grad:false `Default @@ hey2;
[%expect
-    {|
-    ┌────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┐
-    │[2]: r2x3x6x7x4x5 shape 0:2,1:3|4:4,5:5->2:6,3:7                                                                                                                                                │
-    │┌──────┬─────────────────────────────────────────────┬─────────────────────────────────────────────┬─────────────────────────────────────────────┬─────────────────────────────────────────────┐│
-    ││0 @ 1 │0 @ 4                                        │1 @ 4                                        │2 @ 4                                        │3 @ 4                                        ││
-    ││      │axis 5                                       │axis 5                                       │axis 5                                       │axis 5                                       ││
-    │├──────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┤│
-    ││0 @ 2 │ 0.00     1.00     2.00     3.00     4.00    │ 5.00     6.00     7.00     8.00     9.00    │ 1.00e+1  1.10e+1  1.20e+1  1.30e+1  1.40e+1 │ 1.50e+1  1.60e+1  1.70e+1  1.80e+1  1.90e+1 ││
-    ││axis 3│ 2.00e+1  2.10e+1  2.20e+1  2.30e+1  2.40e+1 │ 2.50e+1  2.60e+1  2.70e+1  2.80e+1  2.90e+1 │ 3.00e+1  3.10e+1  3.20e+1  3.30e+1  3.40e+1 │ 3.50e+1  3.60e+1  3.70e+1  3.80e+1  3.90e+1 ││
-    ││      │ ...      ...      ...      ...      ...     │ ...      ...      ...      ...      ...     │ ...      ...      ...      ...      ...     │ ...      ...      ...      ...      ...     ││
-    ││      │ 1.00e+2  1.01e+2  1.02e+2  1.03e+2  1.04e+2 │ 1.05e+2  1.06e+2  1.07e+2  1.08e+2  1.09e+2 │ 1.10e+2  1.11e+2  1.12e+2  1.13e+2  1.14e+2 │ 1.15e+2  1.16e+2  1.17e+2  1.18e+2  1.19e+2 ││
-    ││      │ 1.20e+2  1.21e+2  1.22e+2  1.23e+2  1.24e+2 │ 1.25e+2  1.26e+2  1.27e+2  1.28e+2  1.29e+2 │ 1.30e+2  1.31e+2  1.32e+2  1.33e+2  1.34e+2 │ 1.35e+2  1.36e+2  1.37e+2  1.38e+2  1.39e+2 ││
-    │├──────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┤│
-    ││1 @ 2 │ 1.40e+2  1.41e+2  1.42e+2  1.43e+2  1.44e+2 │ 1.45e+2  1.46e+2  1.47e+2  1.48e+2  1.49e+2 │ 1.50e+2  1.51e+2  1.52e+2  1.53e+2  1.54e+2 │ 1.55e+2  1.56e+2  1.57e+2  1.58e+2  1.59e+2 ││
-    ││axis 3│ 1.60e+2  1.61e+2  1.62e+2  1.63e+2  1.64e+2 │ 1.65e+2  1.66e+2  1.67e+2  1.68e+2  1.69e+2 │ 1.70e+2  1.71e+2  1.72e+2  1.73e+2  1.74e+2 │ 1.75e+2  1.76e+2  1.77e+2  1.78e+2  1.79e+2 ││
-    ││      │ ...      ...      ...      ...      ...     │ ...      ...      ...      ...      ...     │ ...      ...      ...      ...      ...     │ ...      ...      ...      ...      ...     ││
-    ││      │ 2.40e+2  2.41e+2  2.42e+2  2.43e+2  2.44e+2 │ 2.45e+2  2.46e+2  2.47e+2  2.48e+2  2.49e+2 │ 2.50e+2  2.51e+2  2.52e+2  2.53e+2  2.54e+2 │ 2.55e+2  2.56e+2  2.57e+2  2.58e+2  2.59e+2 ││
-    ││      │ 2.60e+2  2.61e+2  2.62e+2  2.63e+2  2.64e+2 │ 2.65e+2  2.66e+2  2.67e+2  2.68e+2  2.69e+2 │ 2.70e+2  2.71e+2  2.72e+2  2.73e+2  2.74e+2 │ 2.75e+2  2.76e+2  2.77e+2  2.78e+2  2.79e+2 ││
-    │├──────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┤│
-    ││~~~~~ │ ...                                         │ ...                                         │ ...                                         │ ...                                         ││
-    ││axis 3│                                             │                                             │                                             │                                             ││
-    │├──────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┤│
-    ││4 @ 2 │ 5.60e+2  5.61e+2  5.62e+2  5.63e+2  5.64e+2 │ 5.65e+2  5.66e+2  5.67e+2  5.68e+2  5.69e+2 │ 5.70e+2  5.71e+2  5.72e+2  5.73e+2  5.74e+2 │ 5.75e+2  5.76e+2  5.77e+2  5.78e+2  5.79e+2 ││
-    ││axis 3│ 5.80e+2  5.81e+2  5.82e+2  5.83e+2  5.84e+2 │ 5.85e+2  5.86e+2  5.87e+2  5.88e+2  5.89e+2 │ 5.90e+2  5.91e+2  5.92e+2  5.93e+2  5.94e+2 │ 5.95e+2  5.96e+2  5.97e+2  5.98e+2  5.99e+2 ││
-    ││      │ ...      ...      ...      ...      ...     │ ...      ...      ...      ...      ...     │ ...      ...      ...      ...      ...     │ ...      ...      ...      ...      ...     ││
-    ││      │ 6.60e+2  6.61e+2  6.62e+2  6.63e+2  6.64e+2 │ 6.65e+2  6.66e+2  6.67e+2  6.68e+2  6.69e+2 │ 6.70e+2  6.71e+2  6.72e+2  6.73e+2  6.74e+2 │ 6.75e+2  6.76e+2  6.77e+2  6.78e+2  6.79e+2 ││
-    ││      │ 6.80e+2  6.81e+2  6.82e+2  6.83e+2  6.84e+2 │ 6.85e+2  6.86e+2  6.87e+2  6.88e+2  6.89e+2 │ 6.90e+2  6.91e+2  6.92e+2  6.93e+2  6.94e+2 │ 6.95e+2  6.96e+2  6.97e+2  6.98e+2  6.99e+2 ││
-    │├──────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┤│
-    ││5 @ 2 │ 7.00e+2  7.01e+2  7.02e+2  7.03e+2  7.04e+2 │ 7.05e+2  7.06e+2  7.07e+2  7.08e+2  7.09e+2 │ 7.10e+2  7.11e+2  7.12e+2  7.13e+2  7.14e+2 │ 7.15e+2  7.16e+2  7.17e+2  7.18e+2  7.19e+2 ││
-    ││axis 3│ 7.20e+2  7.21e+2  7.22e+2  7.23e+2  7.24e+2 │ 7.25e+2  7.26e+2  7.27e+2  7.28e+2  7.29e+2 │ 7.30e+2  7.31e+2  7.32e+2  7.33e+2  7.34e+2 │ 7.35e+2  7.36e+2  7.37e+2  7.38e+2  7.39e+2 ││
-    ││      │ ...      ...      ...      ...      ...     │ ...      ...      ...      ...      ...     │ ...      ...      ...      ...      ...     │ ...      ...      ...      ...      ...     ││
-    ││      │ 8.00e+2  8.01e+2  8.02e+2  8.03e+2  8.04e+2 │ 8.05e+2  8.06e+2  8.07e+2  8.08e+2  8.09e+2 │ 8.10e+2  8.11e+2  8.12e+2  8.13e+2  8.14e+2 │ 8.15e+2  8.16e+2  8.17e+2  8.18e+2  8.19e+2 ││
-    ││      │ 8.20e+2  8.21e+2  8.22e+2  8.23e+2  8.24e+2 │ 8.25e+2  8.26e+2  8.27e+2  8.28e+2  8.29e+2 │ 8.30e+2  8.31e+2  8.32e+2  8.33e+2  8.34e+2 │ 8.35e+2  8.36e+2  8.37e+2  8.38e+2  8.39e+2 ││
-    │└──────┴─────────────────────────────────────────────┴─────────────────────────────────────────────┴─────────────────────────────────────────────┴─────────────────────────────────────────────┘│
-    ├────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┤
-    │┌──────┬─────────────────────────────────────────────┬─────────────────────────────────────────────┬─────────────────────────────────────────────┬─────────────────────────────────────────────┐│
-    ││1 @ 1 │0 @ 4                                        │1 @ 4                                        │2 @ 4                                        │3 @ 4                                        ││
-    ││      │axis 5                                       │axis 5                                       │axis 5                                       │axis 5                                       ││
-    │├──────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┤│
-    ││0 @ 2 │ 8.40e+2  8.41e+2  8.42e+2  8.43e+2  8.44e+2 │ 8.45e+2  8.46e+2  8.47e+2  8.48e+2  8.49e+2 │ 8.50e+2  8.51e+2  8.52e+2  8.53e+2  8.54e+2 │ 8.55e+2  8.56e+2  8.57e+2  8.58e+2  8.59e+2 ││
-    ││axis 3│ 8.60e+2  8.61e+2  8.62e+2  8.63e+2  8.64e+2 │ 8.65e+2  8.66e+2  8.67e+2  8.68e+2  8.69e+2 │ 8.70e+2  8.71e+2  8.72e+2  8.73e+2  8.74e+2 │ 8.75e+2  8.76e+2  8.77e+2  8.78e+2  8.79e+2 ││
-    ││      │ ...      ...      ...      ...      ...     │ ...      ...      ...      ...      ...     │ ...      ...      ...      ...      ...     │ ...      ...      ...      ...      ...     ││
-    ││      │ 9.40e+2  9.41e+2  9.42e+2  9.43e+2  9.44e+2 │ 9.45e+2  9.46e+2  9.47e+2  9.48e+2  9.49e+2 │ 9.50e+2  9.51e+2  9.52e+2  9.53e+2  9.54e+2 │ 9.55e+2  9.56e+2  9.57e+2  9.58e+2  9.59e+2 ││
-    ││      │ 9.60e+2  9.61e+2  9.62e+2  9.63e+2  9.64e+2 │ 9.65e+2  9.66e+2  9.67e+2  9.68e+2  9.69e+2 │ 9.70e+2  9.71e+2  9.72e+2  9.73e+2  9.74e+2 │ 9.75e+2  9.76e+2  9.77e+2  9.78e+2  9.79e+2 ││
-    │├──────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┤│
-    ││1 @ 2 │ 9.80e+2  9.81e+2  9.82e+2  9.83e+2  9.84e+2 │ 9.85e+2  9.86e+2  9.87e+2  9.88e+2  9.89e+2 │ 9.90e+2  9.91e+2  9.92e+2  9.93e+2  9.94e+2 │ 9.95e+2  9.96e+2  9.97e+2  9.98e+2  9.99e+2 ││
-    ││axis 3│ 1.00e+3  1.00e+3  1.00e+3  1.00e+3  1.00e+3 │ 1.00e+3  1.00e+3  1.00e+3  1.00e+3  1.00e+3 │ 1.01e+3  1.01e+3  1.01e+3  1.01e+3  1.01e+3 │ 1.01e+3  1.01e+3  1.01e+3  1.01e+3  1.01e+3 ││
-    ││      │ ...      ...      ...      ...      ...     │ ...      ...      ...      ...      ...     │ ...      ...      ...      ...      ...     │ ...      ...      ...      ...      ...     ││
-    ││      │ 1.08e+3  1.08e+3  1.08e+3  1.08e+3  1.08e+3 │ 1.08e+3  1.08e+3  1.08e+3  1.08e+3  1.08e+3 │ 1.09e+3  1.09e+3  1.09e+3  1.09e+3  1.09e+3 │ 1.09e+3  1.09e+3  1.09e+3  1.09e+3  1.09e+3 ││
-    ││      │ 1.10e+3  1.10e+3  1.10e+3  1.10e+3  1.10e+3 │ 1.10e+3  1.10e+3  1.10e+3  1.10e+3  1.10e+3 │ 1.11e+3  1.11e+3  1.11e+3  1.11e+3  1.11e+3 │ 1.11e+3  1.11e+3  1.11e+3  1.11e+3  1.11e+3 ││
-    │├──────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┤│
-    ││~~~~~ │ ...                                         │ ...                                         │ ...                                         │ ...                                         ││
-    ││axis 3│                                             │                                             │                                             │                                             ││
-    │├──────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┤│
-    ││4 @ 2 │ 1.40e+3  1.40e+3  1.40e+3  1.40e+3  1.40e+3 │ 1.40e+3  1.40e+3  1.40e+3  1.40e+3  1.40e+3 │ 1.41e+3  1.41e+3  1.41e+3  1.41e+3  1.41e+3 │ 1.41e+3  1.41e+3  1.41e+3  1.41e+3  1.41e+3 ││
-    ││axis 3│ 1.42e+3  1.42e+3  1.42e+3  1.42e+3  1.42e+3 │ 1.42e+3  1.42e+3  1.42e+3  1.42e+3  1.42e+3 │ 1.43e+3  1.43e+3  1.43e+3  1.43e+3  1.43e+3 │ 1.43e+3  1.43e+3  1.43e+3  1.43e+3  1.43e+3 ││
-    ││      │ ...      ...      ...      ...      ...     │ ...      ...      ...      ...      ...     │ ...      ...      ...      ...      ...     │ ...      ...      ...      ...      ...     ││
-    ││      │ 1.50e+3  1.50e+3  1.50e+3  1.50e+3  1.50e+3 │ 1.50e+3  1.50e+3  1.50e+3  1.50e+3  1.50e+3 │ 1.51e+3  1.51e+3  1.51e+3  1.51e+3  1.51e+3 │ 1.51e+3  1.51e+3  1.51e+3  1.51e+3  1.51e+3 ││
-    ││      │ 1.52e+3  1.52e+3  1.52e+3  1.52e+3  1.52e+3 │ 1.52e+3  1.52e+3  1.52e+3  1.52e+3  1.52e+3 │ 1.53e+3  1.53e+3  1.53e+3  1.53e+3  1.53e+3 │ 1.53e+3  1.53e+3  1.53e+3  1.53e+3  1.53e+3 ││
-    │├──────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┤│
-    ││5 @ 2 │ 1.54e+3  1.54e+3  1.54e+3  1.54e+3  1.54e+3 │ 1.54e+3  1.54e+3  1.54e+3  1.54e+3  1.54e+3 │ 1.55e+3  1.55e+3  1.55e+3  1.55e+3  1.55e+3 │ 1.55e+3  1.55e+3  1.55e+3  1.55e+3  1.55e+3 ││
-    ││axis 3│ 1.56e+3  1.56e+3  1.56e+3  1.56e+3  1.56e+3 │ 1.56e+3  1.56e+3  1.56e+3  1.56e+3  1.56e+3 │ 1.57e+3  1.57e+3  1.57e+3  1.57e+3  1.57e+3 │ 1.57e+3  1.57e+3  1.57e+3  1.57e+3  1.57e+3 ││
-    ││      │ ...      ...      ...      ...      ...     │ ...      ...      ...      ...      ...     │ ...      ...      ...      ...      ...     │ ...      ...      ...      ...      ...     ││
-    ││      │ 1.64e+3  1.64e+3  1.64e+3  1.64e+3  1.64e+3 │ 1.64e+3  1.64e+3  1.64e+3  1.64e+3  1.64e+3 │ 1.65e+3  1.65e+3  1.65e+3  1.65e+3  1.65e+3 │ 1.65e+3  1.65e+3  1.65e+3  1.65e+3  1.65e+3 ││
-    ││      │ 1.66e+3  1.66e+3  1.66e+3  1.66e+3  1.66e+3 │ 1.66e+3  1.66e+3  1.66e+3  1.66e+3  1.66e+3 │ 1.67e+3  1.67e+3  1.67e+3  1.67e+3  1.67e+3 │ 1.67e+3  1.67e+3  1.67e+3  1.67e+3  1.67e+3 ││
-    │└──────┴─────────────────────────────────────────────┴─────────────────────────────────────────────┴─────────────────────────────────────────────┴─────────────────────────────────────────────┘│
-    ├────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┤
-    │┌──────┬─────────────────────────────────────────────┬─────────────────────────────────────────────┬─────────────────────────────────────────────┬─────────────────────────────────────────────┐│
-    ││2 @ 1 │0 @ 4                                        │1 @ 4                                        │2 @ 4                                        │3 @ 4                                        ││
-    ││      │axis 5                                       │axis 5                                       │axis 5                                       │axis 5                                       ││
-    │├──────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┤│
-    ││0 @ 2 │ 1.68e+3  1.68e+3  1.68e+3  1.68e+3  1.68e+3 │ 1.68e+3  1.68e+3  1.68e+3  1.68e+3  1.68e+3 │ 1.69e+3  1.69e+3  1.69e+3  1.69e+3  1.69e+3 │ 1.69e+3  1.69e+3  1.69e+3  1.69e+3  1.69e+3 ││
-    ││axis 3│ 1.70e+3  1.70e+3  1.70e+3  1.70e+3  1.70e+3 │ 1.70e+3  1.70e+3  1.70e+3  1.70e+3  1.70e+3 │ 1.71e+3  1.71e+3  1.71e+3  1.71e+3  1.71e+3 │ 1.71e+3  1.71e+3  1.71e+3  1.71e+3  1.71e+3 ││
-    ││      │ ...      ...      ...      ...      ...     │ ...      ...      ...      ...      ...     │ ...      ...      ...      ...      ...     │ ...      ...      ...      ...      ...     ││
-    ││      │ 1.78e+3  1.78e+3  1.78e+3  1.78e+3  1.78e+3 │ 1.78e+3  1.78e+3  1.78e+3  1.78e+3  1.78e+3 │ 1.79e+3  1.79e+3  1.79e+3  1.79e+3  1.79e+3 │ 1.79e+3  1.79e+3  1.79e+3  1.79e+3  1.79e+3 ││
-    ││      │ 1.80e+3  1.80e+3  1.80e+3  1.80e+3  1.80e+3 │ 1.80e+3  1.80e+3  1.80e+3  1.80e+3  1.80e+3 │ 1.81e+3  1.81e+3  1.81e+3  1.81e+3  1.81e+3 │ 1.81e+3  1.81e+3  1.81e+3  1.81e+3  1.81e+3 ││
-    │├──────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┤│
-    ││1 @ 2 │ 1.82e+3  1.82e+3  1.82e+3  1.82e+3  1.82e+3 │ 1.82e+3  1.82e+3  1.82e+3  1.82e+3  1.82e+3 │ 1.83e+3  1.83e+3  1.83e+3  1.83e+3  1.83e+3 │ 1.83e+3  1.83e+3  1.83e+3  1.83e+3  1.83e+3 ││
-    ││axis 3│ 1.84e+3  1.84e+3  1.84e+3  1.84e+3  1.84e+3 │ 1.84e+3  1.84e+3  1.84e+3  1.84e+3  1.84e+3 │ 1.85e+3  1.85e+3  1.85e+3  1.85e+3  1.85e+3 │ 1.85e+3  1.85e+3  1.85e+3  1.85e+3  1.85e+3 ││
-    ││      │ ...      ...      ...      ...      ...     │ ...      ...      ...      ...      ...     │ ...      ...      ...      ...      ...     │ ...      ...      ...      ...      ...     ││
-    ││      │ 1.92e+3  1.92e+3  1.92e+3  1.92e+3  1.92e+3 │ 1.92e+3  1.92e+3  1.92e+3  1.92e+3  1.92e+3 │ 1.93e+3  1.93e+3  1.93e+3  1.93e+3  1.93e+3 │ 1.93e+3  1.93e+3  1.93e+3  1.93e+3  1.93e+3 ││
-    ││      │ 1.94e+3  1.94e+3  1.94e+3  1.94e+3  1.94e+3 │ 1.94e+3  1.94e+3  1.94e+3  1.94e+3  1.94e+3 │ 1.95e+3  1.95e+3  1.95e+3  1.95e+3  1.95e+3 │ 1.95e+3  1.95e+3  1.95e+3  1.95e+3  1.95e+3 ││
-    │├──────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┤│
-    ││~~~~~ │ ...                                         │ ...                                         │ ...                                         │ ...                                         ││
-    ││axis 3│                                             │                                             │                                             │                                             ││
-    │├──────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┤│
-    ││4 @ 2 │ 2.24e+3  2.24e+3  2.24e+3  2.24e+3  2.24e+3 │ 2.24e+3  2.24e+3  2.24e+3  2.24e+3  2.24e+3 │ 2.25e+3  2.25e+3  2.25e+3  2.25e+3  2.25e+3 │ 2.25e+3  2.25e+3  2.25e+3  2.25e+3  2.25e+3 ││
-    ││axis 3│ 2.26e+3  2.26e+3  2.26e+3  2.26e+3  2.26e+3 │ 2.26e+3  2.26e+3  2.26e+3  2.26e+3  2.26e+3 │ 2.27e+3  2.27e+3  2.27e+3  2.27e+3  2.27e+3 │ 2.27e+3  2.27e+3  2.27e+3  2.27e+3  2.27e+3 ││
-    ││      │ ...      ...      ...      ...      ...     │ ...      ...      ...      ...      ...     │ ...      ...      ...      ...      ...     │ ...      ...      ...      ...      ...     ││
-    ││      │ 2.34e+3  2.34e+3  2.34e+3  2.34e+3  2.34e+3 │ 2.34e+3  2.34e+3  2.34e+3  2.34e+3  2.34e+3 │ 2.35e+3  2.35e+3  2.35e+3  2.35e+3  2.35e+3 │ 2.35e+3  2.35e+3  2.35e+3  2.35e+3  2.35e+3 ││
-    ││      │ 2.36e+3  2.36e+3  2.36e+3  2.36e+3  2.36e+3 │ 2.36e+3  2.36e+3  2.36e+3  2.36e+3  2.36e+3 │ 2.37e+3  2.37e+3  2.37e+3  2.37e+3  2.37e+3 │ 2.37e+3  2.37e+3  2.37e+3  2.37e+3  2.37e+3 ││
-    │├──────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┤│
-    ││5 @ 2 │ 2.38e+3  2.38e+3  2.38e+3  2.38e+3  2.38e+3 │ 2.38e+3  2.38e+3  2.38e+3  2.38e+3  2.38e+3 │ 2.39e+3  2.39e+3  2.39e+3  2.39e+3  2.39e+3 │ 2.39e+3  2.39e+3  2.39e+3  2.39e+3  2.39e+3 ││
-    ││axis 3│ 2.40e+3  2.40e+3  2.40e+3  2.40e+3  2.40e+3 │ 2.40e+3  2.40e+3  2.40e+3  2.40e+3  2.40e+3 │ 2.41e+3  2.41e+3  2.41e+3  2.41e+3  2.41e+3 │ 2.41e+3  2.41e+3  2.41e+3  2.41e+3  2.41e+3 ││
-    ││      │ ...      ...      ...      ...      ...     │ ...      ...      ...      ...      ...     │ ...      ...      ...      ...      ...     │ ...      ...      ...      ...      ...     ││
-    ││      │ 2.48e+3  2.48e+3  2.48e+3  2.48e+3  2.48e+3 │ 2.48e+3  2.48e+3  2.48e+3  2.48e+3  2.48e+3 │ 2.49e+3  2.49e+3  2.49e+3  2.49e+3  2.49e+3 │ 2.49e+3  2.49e+3  2.49e+3  2.49e+3  2.49e+3 ││
-    ││      │ 2.50e+3  2.50e+3  2.50e+3  2.50e+3  2.50e+3 │ 2.50e+3  2.50e+3  2.50e+3  2.50e+3  2.50e+3 │ 2.51e+3  2.51e+3  2.51e+3  2.51e+3  2.51e+3 │ 2.51e+3  2.51e+3  2.51e+3  2.51e+3  2.51e+3 ││
-    │└──────┴─────────────────────────────────────────────┴─────────────────────────────────────────────┴─────────────────────────────────────────────┴─────────────────────────────────────────────┘│
-    └────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┘
-    |}];
+    {| [2]: r2x3x6x7x4x5 shape 0:2,1:3|4:4,5:5->2:6,3:7  <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ ho2;
[%expect
{|
@@ -292,20 +180,7 @@ let%expect_test "einsum1 sum out axes" =
Train.forward_and_forget backend ctx ho;
Tensor.print ~with_code:false ~with_grad:false `Default @@ hey;
[%expect
-    {|
-    ┌─────────────────────────────────────────────────────────────┐
-    │[0]: r2x4x3 shape 0:2|2:3->1:4                               │
-    │┌──────┬────────────────────────┬───────────────────────────┐│
-    ││      │0 @ 0                   │1 @ 0                      ││
-    ││      │axis 2                  │axis 2                     ││
-    │├──────┼────────────────────────┼───────────────────────────┤│
-    ││axis 1│ 0.00  1.00     2.00    │ 1.20e+1  1.30e+1  1.40e+1 ││
-    ││      │ 3.00  4.00     5.00    │ 1.50e+1  1.60e+1  1.70e+1 ││
-    ││      │ 6.00  7.00     8.00    │ 1.80e+1  1.90e+1  2.00e+1 ││
-    ││      │ 9.00  1.00e+1  1.10e+1 │ 2.10e+1  2.20e+1  2.30e+1 ││
-    │└──────┴────────────────────────┴───────────────────────────┘│
-    └─────────────────────────────────────────────────────────────┘
-    |}];
+    {| [0]: r2x4x3 shape 0:2|2:3->1:4  <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ ho;
[%expect
{|
@@ -364,28 +239,10 @@ let%expect_test "einsum outer product" =
Train.forward_and_forget backend ctx c;
Tensor.print ~with_code:false ~with_grad:false `Default @@ a;
[%expect
-    {|
-    ┌──────────────────┐
-    │[0]: r2 shape 0:2 │
-    │┌┬────────────┐   │
-    │││axis 0      │   │
-    │├┼────────────┤   │
-    │││ 0.00  1.00 │   │
-    │└┴────────────┘   │
-    └──────────────────┘
-    |}];
+    {| [0]: r2 shape 0:2  <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ b;
[%expect
-    {|
-    ┌─────────────────────┐
-    │[1]: r3 shape 0:3    │
-    │┌┬──────────────────┐│
-    │││axis 0            ││
-    │├┼──────────────────┤│
-    │││ 0.00  1.00  2.00 ││
-    │└┴──────────────────┘│
-    └─────────────────────┘
-    |}];
+    {| [1]: r3 shape 0:3  <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ c;
[%expect
{|
@@ -406,37 +263,10 @@ let%expect_test "einsum outer product" =
Train.forward_and_forget backend ctx c;
Tensor.print ~with_code:false ~with_grad:false `Default @@ a;
[%expect
-    {|
-    ┌─────────────────────────────────────────────────────────────┐
-    │[5]: r2x4x3 shape 0:2|2:3->1:4                               │
-    │┌──────┬────────────────────────┬───────────────────────────┐│
-    ││      │0 @ 0                   │1 @ 0                      ││
-    ││      │axis 2                  │axis 2                     ││
-    │├──────┼────────────────────────┼───────────────────────────┤│
-    ││axis 1│ 0.00  1.00     2.00    │ 1.20e+1  1.30e+1  1.40e+1 ││
-    ││      │ 3.00  4.00     5.00    │ 1.50e+1  1.60e+1  1.70e+1 ││
-    ││      │ 6.00  7.00     8.00    │ 1.80e+1  1.90e+1  2.00e+1 ││
-    ││      │ 9.00  1.00e+1  1.10e+1 │ 2.10e+1  2.20e+1  2.30e+1 ││
-    │└──────┴────────────────────────┴───────────────────────────┘│
-    └─────────────────────────────────────────────────────────────┘
-    |}];
+    {| [5]: r2x4x3 shape 0:2|2:3->1:4  <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ b;
[%expect
-    {|
-    ┌──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┐
-    │[6]: r5x7x6 shape 0:5|2:6->1:7                                                                                                                                                                                            │
-    │┌──────┬─────────────────────────────────────────┬─────────────────────────────────────────┬─────────────────────────────────────────┬─────────────────────────────────────────┬─────────────────────────────────────────┐│
-    ││      │0 @ 0                                    │1 @ 0                                    │2 @ 0                                    │3 @ 0                                    │4 @ 0                                    ││
-    ││      │axis 2                                   │axis 2                                   │axis 2                                   │axis 2                                   │axis 2                                   ││
-    │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼─────────────────────────────────────────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
-    ││axis 1│ 0.00     1.00     ...  4.00     5.00    │ 4.20e+1  4.30e+1  ...  4.60e+1  4.70e+1 │ 8.40e+1  8.50e+1  ...  8.80e+1  8.90e+1 │ 1.26e+2  1.27e+2  ...  1.30e+2  1.31e+2 │ 1.68e+2  1.69e+2  ...  1.72e+2  1.73e+2 ││
-    ││      │ 6.00     7.00     ...  1.00e+1  1.10e+1 │ 4.80e+1  4.90e+1  ...  5.20e+1  5.30e+1 │ 9.00e+1  9.10e+1  ...  9.40e+1  9.50e+1 │ 1.32e+2  1.33e+2  ...  1.36e+2  1.37e+2 │ 1.74e+2  1.75e+2  ...  1.78e+2  1.79e+2 ││
-    ││      │ ...      ...      ...  ...      ...     │ ...      ...      ...  ...      ...     │ ...      ...      ...  ...      ...     │ ...      ...      ...  ...      ...     │ ...      ...      ...  ...      ...     ││
-    ││      │ 3.00e+1  3.10e+1  ...  3.40e+1  3.50e+1 │ 7.20e+1  7.30e+1  ...  7.60e+1  7.70e+1 │ 1.14e+2  1.15e+2  ...  1.18e+2  1.19e+2 │ 1.56e+2  1.57e+2  ...  1.60e+2  1.61e+2 │ 1.98e+2  1.99e+2  ...  2.02e+2  2.03e+2 ││
-    ││      │ 3.60e+1  3.70e+1  ...  4.00e+1  4.10e+1 │ 7.80e+1  7.90e+1  ...  8.20e+1  8.30e+1 │ 1.20e+2  1.21e+2  ...  1.24e+2  1.25e+2 │ 1.62e+2  1.63e+2  ...  1.66e+2  1.67e+2 │ 2.04e+2  2.05e+2  ...  2.08e+2  2.09e+2 ││
-    │└──────┴─────────────────────────────────────────┴─────────────────────────────────────────┴─────────────────────────────────────────┴─────────────────────────────────────────┴─────────────────────────────────────────┘│
-    └─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┘
-    |}];
+    {| [6]: r5x7x6 shape 0:5|2:6->1:7  <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ c;
[%expect
{|
@@ -723,20 +553,7 @@ let%expect_test "einsum1 broadcast or sum out prefix axes" =
let ctx = Train.forward_and_ctx backend ctx ho in
Tensor.print ~with_code:false ~with_grad:false `Default @@ hey;
[%expect
-    {|
-    ┌─────────────────────────────────────────────────────────────┐
-    │[0]: r2x4x3 shape 0:2|2:3->1:4                               │
-    │┌──────┬────────────────────────┬───────────────────────────┐│
-    ││      │0 @ 0                   │1 @ 0                      ││
-    ││      │axis 2                  │axis 2                     ││
-    │├──────┼────────────────────────┼───────────────────────────┤│
-    ││axis 1│ 0.00  1.00     2.00    │ 1.20e+1  1.30e+1  1.40e+1 ││
-    ││      │ 3.00  4.00     5.00    │ 1.50e+1  1.60e+1  1.70e+1 ││
-    ││      │ 6.00  7.00     8.00    │ 1.80e+1  1.90e+1  2.00e+1 ││
-    ││      │ 9.00  1.00e+1  1.10e+1 │ 2.10e+1  2.20e+1  2.30e+1 ││
-    │└──────┴────────────────────────┴───────────────────────────┘│
-    └─────────────────────────────────────────────────────────────┘
-    |}];
+    {| [0]: r2x4x3 shape 0:2|2:3->1:4  <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ ho;
[%expect
{|
@@ -776,106 +593,7 @@ let%expect_test "einsum1 broadcast or sum out prefix axes" =
let ctx = Train.forward_and_ctx backend ctx ho3 in
Tensor.print ~with_code:false ~with_grad:false `Default @@ hey2;
[%expect
-    {|
-    ┌────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┐
-    │[3]: r2x3x6x7x4x5 shape 0:2,1:3|4:4,5:5->2:6,3:7                                                                                                                                                │
-    │┌──────┬─────────────────────────────────────────────┬─────────────────────────────────────────────┬─────────────────────────────────────────────┬─────────────────────────────────────────────┐│
-    ││0 @ 1 │0 @ 4                                        │1 @ 4                                        │2 @ 4                                        │3 @ 4                                        ││
-    ││      │axis 5                                       │axis 5                                       │axis 5                                       │axis 5                                       ││
-    │├──────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┤│
...TRUNCATED BY DUNE...
-    ┌─────────────────────────┐
-    │[3]: r3x2 shape 1:2->0:3 │
-    │┌──────┬────────────┐    │
-    ││      │axis 1      │    │
-    │├──────┼────────────┤    │
-    ││axis 0│ 0.00  1.00 │    │
-    ││      │ 2.00  3.00 │    │
-    ││      │ 4.00  5.00 │    │
-    │└──────┴────────────┘    │
-    └─────────────────────────┘
-    |}];
+    {| [3]: r3x2 shape 1:2->0:3  <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ e;
[%expect
-    {|
-    ┌───────────────────────────────────────┐
-    │[4]: r3x4 shape 1:4->0:3               │
-    │┌──────┬──────────────────────────────┐│
-    ││      │axis 1                        ││
-    │├──────┼──────────────────────────────┤│
-    ││axis 0│ 0.00  1.00  2.00     3.00    ││
-    ││      │ 4.00  5.00  6.00     7.00    ││
-    ││      │ 8.00  9.00  1.00e+1  1.10e+1 ││
-    │└──────┴──────────────────────────────┘│
-    └───────────────────────────────────────┘
-    |}];
+    {| [4]: r3x4 shape 1:4->0:3  <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ f;
[%expect
{|
@@ -1253,20 +888,7 @@ let%expect_test "einsum1 fixed dim axis" =
let ctx = Train.forward_and_ctx backend ctx ho in
Tensor.print ~with_code:false ~with_grad:false `Default @@ hey;
[%expect
-    {|
-    ┌─────────────────────────────────────────────────────────────┐
-    │[0]: r2x4x3 shape 0:2|2:3->1:4                               │
-    │┌──────┬────────────────────────┬───────────────────────────┐│
-    ││      │0 @ 0                   │1 @ 0                      ││
-    ││      │axis 2                  │axis 2                     ││
-    │├──────┼────────────────────────┼───────────────────────────┤│
-    ││axis 1│ 0.00  1.00     2.00    │ 1.20e+1  1.30e+1  1.40e+1 ││
-    ││      │ 3.00  4.00     5.00    │ 1.50e+1  1.60e+1  1.70e+1 ││
-    ││      │ 6.00  7.00     8.00    │ 1.80e+1  1.90e+1  2.00e+1 ││
-    ││      │ 9.00  1.00e+1  1.10e+1 │ 2.10e+1  2.20e+1  2.30e+1 ││
-    │└──────┴────────────────────────┴───────────────────────────┘│
-    └─────────────────────────────────────────────────────────────┘
-    |}];
+    {| [0]: r2x4x3 shape 0:2|2:3->1:4  <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ ho;
[%expect
{|
@@ -1284,20 +906,7 @@ let%expect_test "einsum1 fixed dim axis" =
let ctx = Train.forward_and_ctx backend ctx ho2 in
Tensor.print ~with_code:false ~with_grad:false `Default @@ hey;
[%expect
-    {|
-    ┌─────────────────────────────────────────────────────────────┐
-    │[0]: r2x4x3 shape 0:2|2:3->1:4                               │
-    │┌──────┬────────────────────────┬───────────────────────────┐│
-    ││      │0 @ 0                   │1 @ 0                      ││
-    ││      │axis 2                  │axis 2                     ││
-    │├──────┼────────────────────────┼───────────────────────────┤│
-    ││axis 1│ 0.00  1.00     2.00    │ 1.20e+1  1.30e+1  1.40e+1 ││
-    ││      │ 3.00  4.00     5.00    │ 1.50e+1  1.60e+1  1.70e+1 ││
-    ││      │ 6.00  7.00     8.00    │ 1.80e+1  1.90e+1  2.00e+1 ││
-    ││      │ 9.00  1.00e+1  1.10e+1 │ 2.10e+1  2.20e+1  2.30e+1 ││
-    │└──────┴────────────────────────┴───────────────────────────┘│
-    └─────────────────────────────────────────────────────────────┘
-    |}];
+    {| [0]: r2x4x3 shape 0:2|2:3->1:4  <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ ho2;
[%expect
{|
@@ -1316,18 +925,7 @@ let%expect_test "einsum1 fixed dim axis" =
let ctx = Train.forward_and_ctx backend ctx ho3 in
Tensor.print ~with_code:false ~with_grad:false `Default @@ hey2;
[%expect
-    {|
-    ┌─────────────────────────┐
-    │[3]: r3x2 shape 1:2->0:3 │
-    │┌──────┬────────────┐    │
-    ││      │axis 1      │    │
-    │├──────┼────────────┤    │
-    ││axis 0│ 0.00  1.00 │    │
-    ││      │ 2.00  3.00 │    │
-    ││      │ 4.00  5.00 │    │
-    │└──────┴────────────┘    │
-    └─────────────────────────┘
-    |}];
+    {| [3]: r3x2 shape 1:2->0:3  <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ ho3;
[%expect
{|
@@ -1379,34 +977,10 @@ let%expect_test "einsum with fixed dim axes" =
Train.forward_and_forget backend ctx c;
Tensor.print ~with_code:false ~with_grad:false `Default @@ a;
[%expect
-    {|
-    ┌───────────────────────────────────────────────────────────────────────────────────────────────────────────┐
-    │[0]: r3x2x4 shape 0:3|2:4->1:2                                                                             │
-    │┌──────┬────────────────────────┬────────────────────────────────────┬────────────────────────────────────┐│
-    ││      │0 @ 0                   │1 @ 0                               │2 @ 0                               ││
-    ││      │axis 2                  │axis 2                              │axis 2                              ││
-    │├──────┼────────────────────────┼────────────────────────────────────┼────────────────────────────────────┤│
-    ││axis 1│ 0.00  1.00  2.00  3.00 │ 8.00     9.00     1.00e+1  1.10e+1 │ 1.60e+1  1.70e+1  1.80e+1  1.90e+1 ││
-    ││      │ 4.00  5.00  6.00  7.00 │ 1.20e+1  1.30e+1  1.40e+1  1.50e+1 │ 2.00e+1  2.10e+1  2.20e+1  2.30e+1 ││
-    │└──────┴────────────────────────┴────────────────────────────────────┴────────────────────────────────────┘│
-    └───────────────────────────────────────────────────────────────────────────────────────────────────────────┘
-    |}];
+    {| [0]: r3x2x4 shape 0:3|2:4->1:2  <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ b;
[%expect
-    {|
-    ┌────────────────────────────────┐
-    │[1]: r3x4x1 shape 0:3|2:1->1:4  │
-    │┌──────┬──────┬──────┬─────────┐│
-    ││      │0 @ 0 │1 @ 0 │2 @ 0    ││
-    ││      │axis 2│axis 2│axis 2   ││
-    │├──────┼──────┼──────┼─────────┤│
-    ││axis 1│ 0.00 │ 4.00 │ 8.00    ││
-    ││      │ 1.00 │ 5.00 │ 9.00    ││
-    ││      │ 2.00 │ 6.00 │ 1.00e+1 ││
-    ││      │ 3.00 │ 7.00 │ 1.10e+1 ││
-    │└──────┴──────┴──────┴─────────┘│
-    └────────────────────────────────┘
-    |}];
+    {| [1]: r3x4x1 shape 0:3|2:1->1:4  <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ c;
[%expect
{|
@@ -1450,175 +1024,175 @@ let%expect_test "outer_sum simulating axis concatenation" =
Tensor.print ~with_code:false ~with_grad:false `Default @@ positions;
[%expect
{|
-    ┌────────────────────────────────┐
-    │[9]: ;=>+ shape 0:4,1:5,2:6,3:3 │
-    │┌──────┬──────────────────┐     │
-    ││0 @ 0 │axis 3            │     │
-    │├──────┼──────────────────┤     │
-    ││0 @ 1 │ 0.00  0.00  0.00 │     │
-    ││axis 2│ 0.00  0.00  1.00 │     │
-    ││      │ ...   ...   ...  │     │
-    ││      │ 0.00  0.00  4.00 │     │
-    ││      │ 0.00  0.00  5.00 │     │
-    │├──────┼──────────────────┤     │
-    ││1 @ 1 │ 0.00  1.00  0.00 │     │
-    ││axis 2│ 0.00  1.00  1.00 │     │
-    ││      │ ...   ...   ...  │     │
-    ││      │ 0.00  1.00  4.00 │     │
-    ││      │ 0.00  1.00  5.00 │     │
-    │├──────┼──────────────────┤     │
-    ││2 @ 1 │ 0.00  2.00  0.00 │     │
-    ││axis 2│ 0.00  2.00  1.00 │     │
-    ││      │ ...   ...   ...  │     │
-    ││      │ 0.00  2.00  4.00 │     │
-    ││      │ 0.00  2.00  5.00 │     │
-    │├──────┼──────────────────┤     │
-    ││3 @ 1 │ 0.00  3.00  0.00 │     │
-    ││axis 2│ 0.00  3.00  1.00 │     │
-    ││      │ ...   ...   ...  │     │
-    ││      │ 0.00  3.00  4.00 │     │
-    ││      │ 0.00  3.00  5.00 │     │
-    │├──────┼──────────────────┤     │
-    ││4 @ 1 │ 0.00  4.00  0.00 │     │
-    ││axis 2│ 0.00  4.00  1.00 │     │
-    ││      │ ...   ...   ...  │     │
-    ││      │ 0.00  4.00  4.00 │     │
-    ││      │ 0.00  4.00  5.00 │     │
-    │└──────┴──────────────────┘     │
-    ├────────────────────────────────┤
-    │┌──────┬──────────────────┐     │
-    ││1 @ 0 │axis 3            │     │
-    │├──────┼──────────────────┤     │
-    ││0 @ 1 │ 1.00  0.00  0.00 │     │
-    ││axis 2│ 1.00  0.00  1.00 │     │
-    ││      │ ...   ...   ...  │     │
-    ││      │ 1.00  0.00  4.00 │     │
-    ││      │ 1.00  0.00  5.00 │     │
-    │├──────┼──────────────────┤     │
-    ││1 @ 1 │ 1.00  1.00  0.00 │     │
-    ││axis 2│ 1.00  1.00  1.00 │     │
-    ││      │ ...   ...   ...  │     │
-    ││      │ 1.00  1.00  4.00 │     │
-    ││      │ 1.00  1.00  5.00 │     │
-    │├──────┼──────────────────┤     │
-    ││2 @ 1 │ 1.00  2.00  0.00 │     │
-    ││axis 2│ 1.00  2.00  1.00 │     │
-    ││      │ ...   ...   ...  │     │
-    ││      │ 1.00  2.00  4.00 │     │
-    ││      │ 1.00  2.00  5.00 │     │
-    │├──────┼──────────────────┤     │
-    ││3 @ 1 │ 1.00  3.00  0.00 │     │
-    ││axis 2│ 1.00  3.00  1.00 │     │
-    ││      │ ...   ...   ...  │     │
-    ││      │ 1.00  3.00  4.00 │     │
-    ││      │ 1.00  3.00  5.00 │     │
-    │├──────┼──────────────────┤     │
-    ││4 @ 1 │ 1.00  4.00  0.00 │     │
-    ││axis 2│ 1.00  4.00  1.00 │     │
-    ││      │ ...   ...   ...  │     │
-    ││      │ 1.00  4.00  4.00 │     │
-    ││      │ 1.00  4.00  5.00 │     │
-    │└──────┴──────────────────┘     │
-    ├────────────────────────────────┤
-    │┌──────┬──────────────────┐     │
-    ││2 @ 0 │axis 3            │     │
-    │├──────┼──────────────────┤     │
-    ││0 @ 1 │ 2.00  0.00  0.00 │     │
-    ││axis 2│ 2.00  0.00  1.00 │     │
-    ││      │ ...   ...   ...  │     │
-    ││      │ 2.00  0.00  4.00 │     │
-    ││      │ 2.00  0.00  5.00 │     │
-    │├──────┼──────────────────┤     │
-    ││1 @ 1 │ 2.00  1.00  0.00 │     │
-    ││axis 2│ 2.00  1.00  1.00 │     │
-    ││      │ ...   ...   ...  │     │
-    ││      │ 2.00  1.00  4.00 │     │
-    ││      │ 2.00  1.00  5.00 │     │
-    │├──────┼──────────────────┤     │
-    ││2 @ 1 │ 2.00  2.00  0.00 │     │
-    ││axis 2│ 2.00  2.00  1.00 │     │
-    ││      │ ...   ...   ...  │     │
-    ││      │ 2.00  2.00  4.00 │     │
-    ││      │ 2.00  2.00  5.00 │     │
-    │├──────┼──────────────────┤     │
-    ││3 @ 1 │ 2.00  3.00  0.00 │     │
-    ││axis 2│ 2.00  3.00  1.00 │     │
-    ││      │ ...   ...   ...  │     │
-    ││      │ 2.00  3.00  4.00 │     │
-    ││      │ 2.00  3.00  5.00 │     │
-    │├──────┼──────────────────┤     │
-    ││4 @ 1 │ 2.00  4.00  0.00 │     │
-    ││axis 2│ 2.00  4.00  1.00 │     │
-    ││      │ ...   ...   ...  │     │
-    ││      │ 2.00  4.00  4.00 │     │
-    ││      │ 2.00  4.00  5.00 │     │
-    │└──────┴──────────────────┘     │
-    ├────────────────────────────────┤
-    │┌──────┬──────────────────┐     │
-    ││3 @ 0 │axis 3            │     │
-    │├──────┼──────────────────┤     │
-    ││0 @ 1 │ 3.00  0.00  0.00 │     │
-    ││axis 2│ 3.00  0.00  1.00 │     │
-    ││      │ ...   ...   ...  │     │
-    ││      │ 3.00  0.00  4.00 │     │
-    ││      │ 3.00  0.00  5.00 │     │
-    │├──────┼──────────────────┤     │
-    ││1 @ 1 │ 3.00  1.00  0.00 │     │
-    ││axis 2│ 3.00  1.00  1.00 │     │
-    ││      │ ...   ...   ...  │     │
-    ││      │ 3.00  1.00  4.00 │     │
-    ││      │ 3.00  1.00  5.00 │     │
-    │├──────┼──────────────────┤     │
-    ││2 @ 1 │ 3.00  2.00  0.00 │     │
-    ││axis 2│ 3.00  2.00  1.00 │     │
-    ││      │ ...   ...   ...  │     │
-    ││      │ 3.00  2.00  4.00 │     │
-    ││      │ 3.00  2.00  5.00 │     │
-    │├──────┼──────────────────┤     │
-    ││3 @ 1 │ 3.00  3.00  0.00 │     │
-    ││axis 2│ 3.00  3.00  1.00 │     │
-    ││      │ ...   ...   ...  │     │
-    ││      │ 3.00  3.00  4.00 │     │
-    ││      │ 3.00  3.00  5.00 │     │
-    │├──────┼──────────────────┤     │
-    ││4 @ 1 │ 3.00  4.00  0.00 │     │
-    ││axis 2│ 3.00  4.00  1.00 │     │
-    ││      │ ...   ...   ...  │     │
-    ││      │ 3.00  4.00  4.00 │     │
-    ││      │ 3.00  4.00  5.00 │     │
-    │└──────┴──────────────────┘     │
-    └────────────────────────────────┘
+    ┌────────────────────────────────────────┐
+    │[9]: ;=>+ shape 0:4,1:5,2:6,3:3         │
+    │┌──────┬──────────────────────────────┐ │
+    ││0 @ 0 │axis 3                        │ │
+    │├──────┼──────────────────────────────┤ │
+    ││0 @ 1 │ 2.77e-24  4.12e-41  3.04e+33 │ │
+    ││axis 2│ 2.77e-24  4.12e-41  3.04e+33 │ │
+    ││      │ ...       ...       ...      │ │
+    ││      │ 1.82e+22  8.25e-41  3.04e+33 │ │
+    ││      │ 2.77e-24  1.82e+22  3.04e+33 │ │
+    │├──────┼──────────────────────────────┤ │
+    ││1 @ 1 │ 1.39e-40  1.00      3.04e+33 │ │
+    ││axis 2│ 0.00      1.00      3.04e+33 │ │
+    ││      │ ...       ...       ...      │ │
+    ││      │ 1.82e+22  1.00      3.04e+33 │ │
+    ││      │ 0.00      1.82e+22  3.04e+33 │ │
+    │├──────┼──────────────────────────────┤ │
+    ││2 @ 1 │ 1.39e-40  2.00      3.04e+33 │ │
+    ││axis 2│ 0.00      2.00      3.04e+33 │ │
+    ││      │ ...       ...       ...      │ │
+    ││      │ 1.82e+22  2.00      3.04e+33 │ │
+    ││      │ 0.00      1.82e+22  3.04e+33 │ │
+    │├──────┼──────────────────────────────┤ │
+    ││3 @ 1 │ 1.39e-40  3.00      3.04e+33 │ │
+    ││axis 2│ 0.00      3.00      3.04e+33 │ │
+    ││      │ ...       ...       ...      │ │
+    ││      │ 1.82e+22  3.00      3.04e+33 │ │
+    ││      │ 0.00      1.82e+22  3.04e+33 │ │
+    │├──────┼──────────────────────────────┤ │
+    ││4 @ 1 │ 8.12e+32  4.00      3.04e+33 │ │
+    ││axis 2│ 8.12e+32  4.00      3.04e+33 │ │
+    ││      │ ...       ...       ...      │ │
+    ││      │ 8.12e+32  4.00      3.04e+33 │ │
+    ││      │ 8.12e+32  1.82e+22  3.04e+33 │ │
+    │└──────┴──────────────────────────────┘ │
+    ├────────────────────────────────────────┤
+    │┌──────┬──────────────────────────────┐ │
+    ││1 @ 0 │axis 3                        │ │
+    │├──────┼──────────────────────────────┤ │
+    ││0 @ 1 │ 1.00      2.77e-24  0.00     │ │
+    ││axis 2│ 1.00      2.77e-24  1.00     │ │
+    ││      │ ...       ...       ...      │ │
+    ││      │ 1.82e+22  2.77e-24  4.00     │ │
+    ││      │ 1.00      1.82e+22  5.00     │ │
+    │├──────┼──────────────────────────────┤ │
+    ││1 @ 1 │ 1.00      1.00      0.00     │ │
+    ││axis 2│ 1.00      1.00      1.00     │ │
+    ││      │ ...       ...       ...      │ │
+    ││      │ 1.82e+22  1.00      4.00     │ │
+    ││      │ 1.00      1.82e+22  5.00     │ │
+    │├──────┼──────────────────────────────┤ │
+    ││2 @ 1 │ 1.00      2.00      0.00     │ │
+    ││axis 2│ 1.00      2.00      1.00     │ │
+    ││      │ ...       ...       ...      │ │
+    ││      │ 1.82e+22  2.00      4.00     │ │
+    ││      │ 1.00      1.82e+22  5.00     │ │
+    │├──────┼──────────────────────────────┤ │
+    ││3 @ 1 │ 1.00      3.00      0.00     │ │
+    ││axis 2│ 1.00      3.00      1.00     │ │
+    ││      │ ...       ...       ...      │ │
+    ││      │ 1.82e+22  3.00      4.00     │ │
+    ││      │ 1.00      1.82e+22  5.00     │ │
+    │├──────┼──────────────────────────────┤ │
+    ││4 @ 1 │ 8.12e+32  4.00      2.80e-33 │ │
+    ││axis 2│ 8.12e+32  4.00      1.00     │ │
+    ││      │ ...       ...       ...      │ │
+    ││      │ 8.12e+32  4.00      4.00     │ │
+    ││      │ 8.12e+32  1.82e+22  5.00     │ │
+    │└──────┴──────────────────────────────┘ │
+    ├────────────────────────────────────────┤
+    │┌──────┬───────────────────────────────┐│
+    ││2 @ 0 │axis 3                         ││
+    │├──────┼───────────────────────────────┤│
+    ││0 @ 1 │ 2.00      0.00      -1.99e+12 ││
+    ││axis 2│ 2.00      0.00      -1.99e+12 ││
+    ││      │ ...       ...       ...       ││
+    ││      │ 1.82e+22  4.12e-41  -1.99e+12 ││
+    ││      │ 2.00      1.82e+22  -1.99e+12 ││
+    │├──────┼───────────────────────────────┤│
+    ││1 @ 1 │ 2.00      1.00      -1.99e+12 ││
+    ││axis 2│ 2.00      1.00      -1.99e+12 ││
+    ││      │ ...       ...       ...       ││
+    ││      │ 1.82e+22  1.00      -1.99e+12 ││
+    ││      │ 2.00      1.82e+22  -1.99e+12 ││
+    │├──────┼───────────────────────────────┤│
+    ││2 @ 1 │ 2.00      2.00      -1.99e+12 ││
+    ││axis 2│ 2.00      2.00      -1.99e+12 ││
+    ││      │ ...       ...       ...       ││
+    ││      │ 1.82e+22  2.00      -1.99e+12 ││
+    ││      │ 2.00      1.82e+22  -1.99e+12 ││
+    │├──────┼───────────────────────────────┤│
+    ││3 @ 1 │ 2.00      3.00      -1.99e+12 ││
+    ││axis 2│ 2.00      3.00      -1.99e+12 ││
+    ││      │ ...       ...       ...       ││
+    ││      │ 1.82e+22  3.00      -1.99e+12 ││
+    ││      │ 2.00      1.82e+22  -1.99e+12 ││
+    │├──────┼───────────────────────────────┤│
+    ││4 @ 1 │ 8.12e+32  4.00      -1.99e+12 ││
+    ││axis 2│ 8.12e+32  4.00      -1.99e+12 ││
+    ││      │ ...       ...       ...       ││
+    ││      │ 8.12e+32  4.00      -1.99e+12 ││
+    ││      │ 8.12e+32  1.82e+22  -1.99e+12 ││
+    │└──────┴───────────────────────────────┘│
+    ├────────────────────────────────────────┤
+    │┌──────┬───────────────────────────────┐│
+    ││3 @ 0 │axis 3                         ││
+    │├──────┼───────────────────────────────┤│
+    ││0 @ 1 │ 3.00      -1.29e-4  -7.01e+14 ││
+    ││axis 2│ 3.00      -1.29e-4  -7.01e+14 ││
+    ││      │ ...       ...       ...       ││
+    ││      │ 1.82e+22  -1.29e-4  -7.01e+14 ││
+    ││      │ 3.00      1.82e+22  -7.01e+14 ││
+    │├──────┼───────────────────────────────┤│
+    ││1 @ 1 │ 3.00      9.99e-1   -7.01e+14 ││
+    ││axis 2│ 3.00      9.99e-1   -7.01e+14 ││
+    ││      │ ...       ...       ...       ││
+    ││      │ 1.82e+22  9.99e-1   -7.01e+14 ││
+    ││      │ 3.00      1.82e+22  -7.01e+14 ││
+    │├──────┼───────────────────────────────┤│
+    ││2 @ 1 │ 3.00      1.99      -7.01e+14 ││
+    ││axis 2│ 3.00      1.99      -7.01e+14 ││
+    ││      │ ...       ...       ...       ││
+    ││      │ 1.82e+22  1.99      -7.01e+14 ││
+    ││      │ 3.00      1.82e+22  -7.01e+14 ││
+    │├──────┼───────────────────────────────┤│
+    ││3 @ 1 │ 3.00      2.99      -7.01e+14 ││
+    ││axis 2│ 3.00      2.99      -7.01e+14 ││
+    ││      │ ...       ...       ...       ││
+    ││      │ 1.82e+22  2.99      -7.01e+14 ││
+    ││      │ 3.00      1.82e+22  -7.01e+14 ││
+    │├──────┼───────────────────────────────┤│
+    ││4 @ 1 │ 8.12e+32  3.99      -7.01e+14 ││
+    ││axis 2│ 8.12e+32  3.99      -7.01e+14 ││
+    ││      │ ...       ...       ...       ││
+    ││      │ 8.12e+32  3.99      -7.01e+14 ││
+    ││      │ 8.12e+32  1.82e+22  -7.01e+14 ││
+    │└──────┴───────────────────────────────┘│
+    └────────────────────────────────────────┘
|}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ ti;
[%expect
{|
-    ┌───────────────────────────┐
-    │[1]: =>_ti shape 0:4,1:3   │
-    │┌──────┬──────────────────┐│
-    ││      │axis 1            ││
-    │├──────┼──────────────────┤│
-    ││axis 0│ 0.00  0.00  0.00 ││
-    ││      │ 1.00  0.00  0.00 ││
-    ││      │ 2.00  0.00  0.00 ││
-    ││      │ 3.00  0.00  0.00 ││
-    │└──────┴──────────────────┘│
-    └───────────────────────────┘
+    ┌────────────────────────────────────┐
+    │[1]: =>_ti shape 0:4,1:3            │
+    │┌──────┬───────────────────────────┐│
+    ││      │axis 1                     ││
+    │├──────┼───────────────────────────┤│
+    ││axis 0│ 0.00  4.12e-41  3.04e+33  ││
+    ││      │ 1.00  2.77e-24  0.00      ││
+    ││      │ 2.00  0.00      -1.99e+12 ││
+    ││      │ 3.00  -1.29e-4  -7.01e+14 ││
+    │└──────┴───────────────────────────┘│
+    └────────────────────────────────────┘
|}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ tk;
[%expect
{|
-    ┌───────────────────────────┐
-    │[7]: =>_tk shape 0:6,1:3   │
-    │┌──────┬──────────────────┐│
-    ││      │axis 1            ││
-    │├──────┼──────────────────┤│
-    ││axis 0│ 0.00  0.00  0.00 ││
-    ││      │ 0.00  0.00  1.00 ││
-    ││      │ ...   ...   ...  ││
-    ││      │ 0.00  0.00  4.00 ││
-    ││      │ 0.00  0.00  5.00 ││
-    │└──────┴──────────────────┘│
-    └───────────────────────────┘
+    ┌───────────────────────────────────┐
+    │[7]: =>_tk shape 0:6,1:3           │
+    │┌──────┬──────────────────────────┐│
+    ││      │axis 1                    ││
+    │├──────┼──────────────────────────┤│
+    ││axis 0│ 1.39e-40  0.00      0.00 ││
+    ││      │ 0.00      0.00      1.00 ││
+    ││      │ ...       ...       ...  ││
+    ││      │ 1.82e+22  4.12e-41  4.00 ││
+    ││      │ 0.00      1.82e+22  5.00 ││
+    │└──────┴──────────────────────────┘│
+    └───────────────────────────────────┘
|}]


let%expect_test "einsum with a leftmost input axis preserved as output axis" =
@@ -1644,54 +1218,10 @@ let%expect_test "einsum with a leftmost input axis preserved as output axis" =
Train.forward_and_forget backend ctx c;
Tensor.print ~with_code:false ~with_grad:false `Default @@ a;
[%expect
-    {|
-    ┌───────────────────────────────────────────────────────────────────────────────────────────────────────────┐
-    │[0]: r3x2x4_a shape 0:3|2:4->1:2                                                                           │
-    │┌──────┬────────────────────────┬────────────────────────────────────┬────────────────────────────────────┐│
-    ││      │0 @ 0                   │1 @ 0                               │2 @ 0                               ││
-    ││      │axis 2                  │axis 2                              │axis 2                              ││
-    │├──────┼────────────────────────┼────────────────────────────────────┼────────────────────────────────────┤│
-    ││axis 1│ 0.00  1.00  2.00  3.00 │ 8.00     9.00     1.00e+1  1.10e+1 │ 1.60e+1  1.70e+1  1.80e+1  1.90e+1 ││
-    ││      │ 4.00  5.00  6.00  7.00 │ 1.20e+1  1.30e+1  1.40e+1  1.50e+1 │ 2.00e+1  2.10e+1  2.20e+1  2.30e+1 ││
-    │└──────┴────────────────────────┴────────────────────────────────────┴────────────────────────────────────┘│
-    └───────────────────────────────────────────────────────────────────────────────────────────────────────────┘
-    |}];
+    {| [0]: r3x2x4_a shape 0:3|2:4->1:2  <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ b;
[%expect
-    {|
-    ┌────────────────────────────────────────────────────────────────┐
-    │[1]: r3x4x2x3_b shape 0:3|2:2,3:3->1:4                          │
-    │┌──────┬───────────────────────────┬───────────────────────────┐│
-    ││0 @ 0 │0 @ 2                      │1 @ 2                      ││
-    ││      │axis 3                     │axis 3                     ││
-    │├──────┼───────────────────────────┼───────────────────────────┤│
-    ││axis 1│ 0.00     1.00     2.00    │ 3.00     4.00     5.00    ││
-    ││      │ 6.00     7.00     8.00    │ 9.00     1.00e+1  1.10e+1 ││
-    ││      │ 1.20e+1  1.30e+1  1.40e+1 │ 1.50e+1  1.60e+1  1.70e+1 ││
-    ││      │ 1.80e+1  1.90e+1  2.00e+1 │ 2.10e+1  2.20e+1  2.30e+1 ││
-    │└──────┴───────────────────────────┴───────────────────────────┘│
-    ├────────────────────────────────────────────────────────────────┤
-    │┌──────┬───────────────────────────┬───────────────────────────┐│
-    ││1 @ 0 │0 @ 2                      │1 @ 2                      ││
-    ││      │axis 3                     │axis 3                     ││
-    │├──────┼───────────────────────────┼───────────────────────────┤│
-    ││axis 1│ 2.40e+1  2.50e+1  2.60e+1 │ 2.70e+1  2.80e+1  2.90e+1 ││
-    ││      │ 3.00e+1  3.10e+1  3.20e+1 │ 3.30e+1  3.40e+1  3.50e+1 ││
-    ││      │ 3.60e+1  3.70e+1  3.80e+1 │ 3.90e+1  4.00e+1  4.10e+1 ││
-    ││      │ 4.20e+1  4.30e+1  4.40e+1 │ 4.50e+1  4.60e+1  4.70e+1 ││
-    │└──────┴───────────────────────────┴───────────────────────────┘│
-    ├────────────────────────────────────────────────────────────────┤
-    │┌──────┬───────────────────────────┬───────────────────────────┐│
-    ││2 @ 0 │0 @ 2                      │1 @ 2                      ││
-    ││      │axis 3                     │axis 3                     ││
-    │├──────┼───────────────────────────┼───────────────────────────┤│
-    ││axis 1│ 4.80e+1  4.90e+1  5.00e+1 │ 5.10e+1  5.20e+1  5.30e+1 ││
-    ││      │ 5.40e+1  5.50e+1  5.60e+1 │ 5.70e+1  5.80e+1  5.90e+1 ││
-    ││      │ 6.00e+1  6.10e+1  6.20e+1 │ 6.30e+1  6.40e+1  6.50e+1 ││
-    ││      │ 6.60e+1  6.70e+1  6.80e+1 │ 6.90e+1  7.00e+1  7.10e+1 ││
-    │└──────┴───────────────────────────┴───────────────────────────┘│
-    └────────────────────────────────────────────────────────────────┘
-    |}];
+    {| [1]: r3x4x2x3_b shape 0:3|2:2,3:3->1:4  <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ c;
[%expect
{|
@@ -1728,34 +1258,10 @@ let%expect_test "einsum permuting two leftmost input axes as output axes" =
Train.forward_and_forget backend ctx c;
Tensor.print ~with_code:false ~with_grad:false `Default @@ a;
[%expect
-    {|
-    ┌───────────────────────────┐
-    │[0]: r2x2_a shape 1:2->0:2 │
-    │┌──────┬────────────┐      │
-    ││      │axis 1      │      │
-    │├──────┼────────────┤      │
-    ││axis 0│ 0.00  1.00 │      │
-    ││      │ 2.00  3.00 │      │
-    │└──────┴────────────┘      │
-    └───────────────────────────┘
-    |}];
+    {| [0]: r2x2_a shape 1:2->0:2  <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ b;
[%expect
-    {|
-    ┌───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┐
-    │[1]: r2x2x3x4_b shape 1:2,2:3,3:4->0:2                                                                                 │
-    │┌──────┬────────────────────────────────────┬────────────────────────────────────┬────────────────────────────────────┐│
-    ││      │0 @ 2                               │1 @ 2                               │2 @ 2                               ││
-    ││      │axis 3                              │axis 3                              │axis 3                              ││
-    │├──────┼────────────────────────────────────┼────────────────────────────────────┼────────────────────────────────────┤│
-    ││0 @ 1 │ 0.00     1.00     2.00     3.00    │ 4.00     5.00     6.00     7.00    │ 8.00     9.00     1.00e+1  1.10e+1 ││
-    ││axis 0│ 2.40e+1  2.50e+1  2.60e+1  2.70e+1 │ 2.80e+1  2.90e+1  3.00e+1  3.10e+1 │ 3.20e+1  3.30e+1  3.40e+1  3.50e+1 ││
-    │├──────┼────────────────────────────────────┼────────────────────────────────────┼────────────────────────────────────┤│
-    ││1 @ 1 │ 1.20e+1  1.30e+1  1.40e+1  1.50e+1 │ 1.60e+1  1.70e+1  1.80e+1  1.90e+1 │ 2.00e+1  2.10e+1  2.20e+1  2.30e+1 ││
-    ││axis 0│ 3.60e+1  3.70e+1  3.80e+1  3.90e+1 │ 4.00e+1  4.10e+1  4.20e+1  4.30e+1 │ 4.40e+1  4.50e+1  4.60e+1  4.70e+1 ││
-    │└──────┴────────────────────────────────────┴────────────────────────────────────┴────────────────────────────────────┘│
-    └───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┘
-    |}];
+    {| [1]: r2x2x3x4_b shape 1:2,2:3,3:4->0:2  <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ c;
[%expect
{|
(cd _build/default/test && ./moons_demo_parallel_run.exe)


Welcome to OCANNL! Reading configuration defaults from /src/_build/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
("Set log_level to" 1)
└─{orphaned from #50}
Retrieving commandline, environment, or config file variable ocannl_backend
Found multicore_cc, in the config file
Properties of devices:
(multicore_devices
(device ((device_name CPU) (device_ordinal 0) (num_domains 72))))
@!Retrieving commandline, environment, or config file variable ocannl_prefer_backend_uniformity
Found true, in the config file
Retrieving commandline, environment, or config file variable ocannl_debug_log_to_stream_files
Not found, using default false
Retrieving commandline, environment, or config file variable ocannl_ll_ident_style
Not found, using default heuristic
Retrieving commandline, environment, or config file variable ocannl_cc_backend_optimization_level
Not found, using default 3
Retrieving commandline, environment, or config file variable ocannl_cc_backend_compiler_command
Not found, using default gcc
Retrieving commandline, environment, or config file variable ocannl_cc_backend_verify_codesign
Not found, using default false
Retrieving commandline, environment, or config file variable ocannl_never_capture_stdout
Not found, using default false
Batch=59, step=60, lr=0.200000, batch loss=0.000000, epoch loss=0.000000
Batch=119, step=120, lr=0.199750, batch loss=0.000000, epoch loss=0.000000
Batch=179, step=180, lr=0.199500, batch loss=0.000000, epoch loss=0.000000
Batch=239, step=240, lr=0.199250, batch loss=0.000000, epoch loss=0.000000
Batch=299, step=300, lr=0.199000, batch loss=0.000000, epoch loss=0.000000
Batch=359, step=360, lr=0.198750, batch loss=0.000000, epoch loss=0.000000
Batch=419, step=420, lr=0.198500, batch loss=0.000000, epoch loss=0.000000
Batch=479, step=480, lr=0.198250, batch loss=0.000000, epoch loss=0.000000
Batch=539, step=540, lr=0.198000, batch loss=0.000000, epoch loss=0.000000
Batch=599, step=600, lr=0.197750, batch loss=0.000000, epoch loss=0.000000
Batch=659, step=660, lr=0.197500, batch loss=0.000000, epoch loss=0.000000
Batch=719, step=720, lr=0.197250, batch loss=0.000000, epoch loss=0.000000
Batch=779, step=780, lr=0.197000, batch loss=0.000000, epoch loss=0.000000
Batch=839, step=840, lr=0.196750, batch loss=0.000000, epoch loss=0.000000
Batch=899, step=900, lr=0.196500, batch loss=0.000000, epoch loss=0.000000
Batch=959, step=960, lr=0.196250, batch loss=0.000000, epoch loss=0.000000
Batch=1019, step=1020, lr=0.196000, batch loss=0.000000, epoch loss=0.000000
Batch=1079, step=1080, lr=0.195750, batch loss=0.000000, epoch loss=0.000000
Batch=1139, step=1140, lr=0.195500, batch loss=0.000000, epoch loss=0.000000
Batch=1199, step=1200, lr=0.195250, batch loss=0.000000, epoch loss=0.000000
Epoch=0, step=1200, lr=0.195250, epoch loss=0.000000
Batch=59, step=1260, lr=0.195000, batch loss=0.000000, epoch loss=0.000000
Batch=119, step=1320, lr=0.194750, batch loss=0.000000, epoch loss=0.000000
Batch=179, step=1380, lr=0.194500, batch loss=0.000000, epoch loss=0.000000
Batch=239, step=1440, lr=0.194250, batch loss=0.000000, epoch loss=0.000000
Batch=299, step=1500, lr=0.194000, batch loss=0.000000, epoch loss=0.000000
Batch=359, step=1560, lr=0.193750, batch loss=0.000000, epoch loss=0.000000
Batch=419, step=1620, lr=0.193500, batch loss=0.000000, epoch loss=0.000000
Batch=479, step=1680, lr=0.193250, batch loss=0.000000, epoch loss=0.000000
Batch=539, step=1740, lr=0.193000, batch loss=0.000000, epoch loss=0.000000
Batch=599, step=1800, lr=0.192750, batch loss=0.000000, epoch loss=0.000000
Batch=659, step=1860, lr=0.192500, batch loss=0.000000, epoch loss=0.000000
Batch=719, step=1920, lr=0.192250, batch loss=0.000000, epoch loss=0.000000
Batch=779, step=1980, lr=0.192000, batch loss=0.000000, epoch loss=0.000000
Batch=839, step=2040, lr=0.191750, batch loss=0.000000, epoch loss=0.000000
Batch=899, step=2100, lr=0.191500, batch loss=0.000000, epoch loss=0.000000
Batch=959, step=2160, lr=0.191250, batch loss=0.000000, epoch loss=0.000000
Batch=1019, step=2220, lr=0.191000, batch loss=0.000000, epoch loss=0.000000
Batch=1079, step=2280, lr=0.190750, batch loss=0.000000, epoch loss=0.000000
Batch=1139, step=2340, lr=0.190500, batch loss=0.000000, epoch loss=0.000000
Batch=1199, step=2400, lr=0.190250, batch loss=0.000000, epoch loss=0.000000
Epoch=1, step=2400, lr=0.190250, epoch loss=0.000000
Batch=59, step=2460, lr=0.190000, batch loss=0.000000, epoch loss=0.000000
Batch=119, step=2520, lr=0.189750, batch loss=0.000000, epoch loss=0.000000
Batch=179, step=2580, lr=0.189500, batch loss=0.000000, epoch loss=0.000000
Batch=239, step=2640, lr=0.189250, batch loss=0.000000, epoch loss=0.000000
Batch=299, step=2700, lr=0.189000, batch loss=0.000000, epoch loss=0.000000
Batch=359, step=2760, lr=0.188750, batch loss=0.000000, epoch loss=0.000000
Batch=419, step=2820, lr=0.188500, batch loss=0.000000, epoch loss=0.000000
Batch=479, step=2880, lr=0.188250, batch loss=0.000000, epoch loss=0.000000
Batch=539, step=2940, lr=0.188000, batch loss=0.000000, epoch loss=0.000000
Batch=599, step=3000, lr=0.187750, batch loss=0.000000, epoch loss=0.000000
Batch=659, step=3060, lr=0.187500, batch loss=0.000000, epoch loss=0.000000
Batch=719, step=3120, lr=0.187250, batch loss=0.000000, epoch loss=0.000000
Batch=779, step=3180, lr=0.187000, batch loss=0.000000, epoch loss=0.000000
Batch=839, step=3240, lr=0.186750, batch loss=0.000000, epoch loss=0.000000
Batch=899, step=3300, lr=0.186500, batch loss=0.000000, epoch loss=0.000000
Batch=959, step=3360, lr=0.186250, batch loss=0.000000, epoch loss=0.000000
Batch=1019, step=3420, lr=0.186000, batch loss=0.000000, epoch loss=0.000000
Batch=1079, step=3480, lr=0.185750, batch loss=0.000000, epoch loss=0.000000
Batch=1139, step=3540, lr=0.185500, batch loss=0.000000, epoch loss=0.000000
Batch=1199, step=3600, lr=0.185250, batch loss=0.000000, epoch loss=0.000000
Epoch=2, step=3600, lr=0.185250, epoch loss=0.000000
Batch=59, step=3660, lr=0.185000, batch loss=0.000000, epoch loss=0.000000
Batch=119, step=3720, lr=0.184750, batch loss=0.000000, epoch loss=0.000000
Batch=179, step=3780, lr=0.184500, batch loss=0.000000, epoch loss=0.000000
Batch=239, step=3840, lr=0.184250, batch loss=0.000000, epoch loss=0.000000
Batch=299, step=3900, lr=0.184000, batch loss=0.000000, epoch loss=0.000000
Batch=359, step=3960, lr=0.183750, batch loss=0.000000, epoch loss=0.000000
Batch=419, step=4020, lr=0.183500, batch loss=0.000000, epoch loss=0.000000
Batch=479, step=4080, lr=0.183250, batch loss=0.000000, epoch loss=0.000000
Batch=539, step=4140, lr=0.183000, batch loss=0.000000, epoch loss=0.000000
Batch=599, step=4200, lr=0.182750, batch loss=0.000000, epoch loss=0.000000
Batch=659, step=4260, lr=0.182500, batch loss=0.000000, epoch loss=0.000000
Batch=719, step=4320, lr=0.182250, batch loss=0.000000, epoch loss=0.000000
Batch=779, step=4380, lr=0.182000, batch loss=0.000000, epoch loss=0.000000
Batch=839, step=4440, lr=0.181750, batch loss=0.000000, epoch loss=0.000000
Batch=899, step=4500, lr=0.181500, batch loss=0.000000, epoch loss=0.000000
Batch=959, step=4560, lr=0.181250, batch loss=0.000000, epoch loss=0.000000
Batch=1019, step=4620, lr=0.181000, batch loss=0.000000, epoch loss=0.000000
Batch=1079, step=4680, lr=0.180750, batch loss=0.000000, epoch loss=0.000000
Batch=1139, step=4740, lr=0.180500, batch loss=0.000000, epoch loss=0.000000
Batch=1199, step=4800, lr=0.180250, batch loss=0.000000, epoch loss=0.000000
Epoch=3, step=4800, lr=0.180250, epoch loss=0.000000
Batch=59, step=4860, lr=0.180000, batch loss=0.000000, epoch loss=0.000000
Batch=119, step=4920, lr=0.179750, batch loss=0.000000, epoch loss=0.000000
Batch=179, step=4980, lr=0.179500, batch loss=0.000000, epoch loss=0.000000
Batch=239, step=5040, lr=0.179250, batch loss=0.000000, epoch loss=0.000000
Batch=299, step=5100, lr=0.179000, batch loss=0.000000, epoch loss=0.000000
Batch=359, step=5160, lr=0.178750, batch loss=0.000000, epoch loss=0.000000
Batch=419, step=5220, lr=0.178500, batch loss=0.000000, epoch loss=0.000000
Batch=479, step=5280, lr=0.178250, batch loss=0.000000, epoch loss=0.000000
Batch=539, step=5340, lr=0.178000, batch loss=0.000000, epoch loss=0.000000
Batch=599, step=5400, lr=0.177750, batch loss=0.000000, epoch loss=0.000000
Batch=659, step=5460, lr=0.177500, batch loss=0.000000, epoch loss=0.000000
Batch=719, step=5520, lr=0.177250, batch loss=0.000000, epoch loss=0.000000
Batch=779, step=5580, lr=0.177000, batch loss=0.000000, epoch loss=0.000000
Batch=839, step=5640, lr=0.176750, batch loss=0.000000, epoch loss=0.000000
Batch=899, step=5700, lr=0.176500, batch loss=0.000000, epoch loss=0.000000
Batch=959, step=5760, lr=0.176250, batch loss=0.000000, epoch loss=0.000000
Batch=1019, step=5820, lr=0.176000, batch loss=0.000000, epoch loss=0.000000
Batch=1079, step=5880, lr=0.175750, batch loss=0.000000, epoch loss=0.000000
Batch=1139, step=5940, lr=0.175500, batch loss=0.000000, epoch loss=0.000000
Batch=1199, step=6000, lr=0.175250, batch loss=0.000000, epoch loss=0.000000
Epoch=4, step=6000, lr=0.175250, epoch loss=0.000000
Batch=59, step=6060, lr=0.175000, batch loss=0.000000, epoch loss=0.000000
Batch=119, step=6120, lr=0.174750, batch loss=0.000000, epoch loss=0.000000
Batch=179, step=6180, lr=0.174500, batch loss=0.000000, epoch loss=0.000000
Batch=239, step=6240, lr=0.174250, batch loss=0.000000, epoch loss=0.000000
Batch=299, step=6300, lr=0.174000, batch loss=0.000000, epoch loss=0.000000
Batch=359, step=6360, lr=0.173750, batch loss=0.000000, epoch loss=0.000000
Batch=419, step=6420, lr=0.173500, batch loss=0.000000, epoch loss=0.000000
Batch=479, step=6480, lr=0.173250, batch loss=0.000000, epoch loss=0.000000
Batch=539, step=6540, lr=0.173000, batch loss=0.000000, epoch loss=0.000000
Batch=599, step=6600, lr=0.172750, batch loss=0.000000, epoch loss=0.000000
Batch=659, step=6660, lr=0.172500, batch loss=0.000000, epoch loss=0.000000
Batch=719, step=6720, lr=0.172250, batch loss=0.000000, epoch loss=0.000000
Batch=779, step=6780, lr=0.172000, batch loss=0.000000, epoch loss=0.000000
Batch=839, step=6840, lr=0.171750, batch loss=0.000000, epoch loss=0.000000
Batch=899, step=6900, lr=0.171500, batch loss=0.000000, epoch loss=0.000000
Batch=959, step=6960, lr=0.171250, batch loss=0.000000, epoch loss=0.000000
Batch=1019, step=7020, lr=0.171000, batch loss=0.000000, epoch loss=0.000000
Batch=1079, step=7080, lr=0.170750, batch loss=0.000000, epoch loss=0.000000
Batch=1139, step=7140, lr=0.170500, batch loss=0.000000, epoch loss=0.000000
Batch=1199, step=7200, lr=0.170250, batch loss=0.000000, epoch loss=0.000000
Epoch=5, step=7200, lr=0.170250, epoch loss=0.000000
Batch=59, step=7260, lr=0.170000, batch loss=0.000000, epoch loss=0.000000
Batch=119, step=7320, lr=0.169750, batch loss=0.000000, epoch loss=0.000000
Batch=179, step=7380, lr=0.169500, batch loss=0.000000, epoch loss=0.000000
Batch=239, step=7440, lr=0.169250, batch loss=0.000000, epoch loss=0.000000
Batch=299, step=7500, lr=0.169000, batch loss=0.000000, epoch loss=0.000000
Batch=359, step=7560, lr=0.168750, batch loss=0.000000, epoch loss=0.000000
Batch=419, step=7620, lr=0.168500, batch loss=0.000000, epoch loss=0.000000
Batch=479, step=7680, lr=0.168250, batch loss=0.000000, epoch loss=0.000000
Batch=539, step=7740, lr=0.168000, batch loss=0.000000, epoch loss=0.000000
Batch=599, step=7800, lr=0.167750, batch loss=0.000000, epoch loss=0.000000
Batch=659, step=7860, lr=0.167500, batch loss=0.000000, epoch loss=0.000000
Batch=719, step=7920, lr=0.167250, batch loss=0.000000, epoch loss=0.000000
Batch=779, step=7980, lr=0.167000, batch loss=0.000000, epoch loss=0.000000
Batch=839, step=8040, lr=0.166750, batch loss=0.000000, epoch loss=0.000000
Batch=899, step=8100, lr=0.166500, batch loss=0.000000, epoch loss=0.000000
Batch=959, step=8160, lr=0.166250, batch loss=0.000000, epoch loss=0.000000
Batch=1019, step=8220, lr=0.166000, batch loss=0.000000, epoch loss=0.000000
Batch=1079, step=8280, lr=0.165750, batch loss=0.000000, epoch loss=0.000000
Batch=1139, step=8340, lr=0.165500, batch loss=0.000000, epoch loss=0.000000
Batch=1199, step=8400, lr=0.165250, batch loss=0.000000, epoch loss=0.000000
Epoch=6, step=8400, lr=0.165250, epoch loss=0.000000
Batch=59, step=8460, lr=0.165000, batch loss=0.000000, epoch loss=0.000000
Batch=119, step=8520, lr=0.164750, batch loss=0.000000, epoch loss=0.000000
Batch=179, step=8580, lr=0.164500, batch loss=0.000000, epoch loss=0.000000
Batch=239, step=8640, lr=0.164250, batch loss=0.000000, epoch loss=0.000000
Batch=299, step=8700, lr=0.164000, batch loss=0.000000, epoch loss=0.000000
Batch=359, step=8760, lr=0.163750, batch loss=0.000000, epoch loss=0.000000
Batch=419, step=8820, lr=0.163500, batch loss=0.000000, epoch loss=0.000000
Batch=479, step=8880, lr=0.163250, batch loss=0.000000, epoch loss=0.000000
Batch=539, step=8940, lr=0.163000, batch loss=0.000000, epoch loss=0.000000
Batch=599, step=9000, lr=0.162750, batch loss=0.000000, epoch loss=0.000000
Batch=659, step=9060, lr=0.162500, batch loss=0.000000, epoch loss=0.000000
Batch=719, step=9120, lr=0.162250, batch loss=0.000000, epoch loss=0.000000
Batch=779, step=9180, lr=0.162000, batch loss=0.000000, epoch loss=0.000000
Batch=839, step=9240, lr=0.161750, batch loss=0.000000, epoch loss=0.000000
Batch=899, step=9300, lr=0.161500, batch loss=0.000000, epoch loss=0.000000
Batch=959, step=9360, lr=0.161250, batch loss=0.000000, epoch loss=0.000000
Batch=1019, step=9420, lr=0.161000, batch loss=0.000000, epoch loss=0.000000
Batch=1079, step=9480, lr=0.160750, batch loss=0.000000, epoch loss=0.000000
Batch=1139, step=9540, lr=0.160500, batch loss=0.000000, epoch loss=0.000000
Batch=1199, step=9600, lr=0.160250, batch loss=0.000000, epoch loss=0.000000
Epoch=7, step=9600, lr=0.160250, epoch loss=0.000000
Batch=59, step=9660, lr=0.160000, batch loss=0.000000, epoch loss=0.000000
Batch=119, step=9720, lr=0.159750, batch loss=0.000000, epoch loss=0.000000
Batch=179, step=9780, lr=0.159500, batch loss=0.000000, epoch loss=0.000000
Batch=239, step=9840, lr=0.159250, batch loss=0.000000, epoch loss=0.000000
Batch=299, step=9900, lr=0.159000, batch loss=0.000000, epoch loss=0.000000
Batch=359, step=9960, lr=0.158750, batch loss=0.000000, epoch loss=0.000000
Batch=419, step=10020, lr=0.158500, batch loss=0.000000, epoch loss=0.000000
Batch=479, step=10080, lr=0.158250, batch loss=0.000000, epoch loss=0.000000
Batch=539, step=10140, lr=0.158000, batch loss=0.000000, epoch loss=0.000000
Batch=599, step=10200, lr=0.157750, batch loss=0.000000, epoch loss=0.000000
Batch=659, step=10260, lr=0.157500, batch loss=0.000000, epoch loss=0.000000
Batch=719, step=10320, lr=0.157250, batch loss=0.000000, epoch loss=0.000000
Batch=779, step=10380, lr=0.157000, batch loss=0.000000, epoch loss=0.000000
Batch=839, step=10440, lr=0.156750, batch loss=0.000000, epoch loss=0.000000
Batch=899, step=10500, lr=0.156500, batch loss=0.000000, epoch loss=0.000000
Batch=959, step=10560, lr=0.156250, batch loss=0.000000, epoch loss=0.000000
Batch=1019, step=10620, lr=0.156000, batch loss=0.000000, epoch loss=0.000000
Batch=1079, step=10680, lr=0.155750, batch loss=0.000000, epoch loss=0.000000
Batch=1139, step=10740, lr=0.155500, batch loss=0.000000, epoch loss=0.000000
Batch=1199, step=10800, lr=0.155250, batch loss=0.000000, epoch loss=0.000000
Epoch=8, step=10800, lr=0.155250, epoch loss=0.000000
Batch=59, step=10860, lr=0.155000, batch loss=0.000000, epoch loss=0.000000
Batch=119, step=10920, lr=0.154750, batch loss=0.000000, epoch loss=0.000000
Batch=179, step=10980, lr=0.154500, batch loss=0.000000, epoch loss=0.000000
Batch=239, step=11040, lr=0.154250, batch loss=0.000000, epoch loss=0.000000
Batch=299, step=11100, lr=0.154000, batch loss=0.000000, epoch loss=0.000000
Batch=359, step=11160, lr=0.153750, batch loss=0.000000, epoch loss=0.000000
Batch=419, step=11220, lr=0.153500, batch loss=0.000000, epoch loss=0.000000
Batch=479, step=11280, lr=0.153250, batch loss=0.000000, epoch loss=0.000000
Batch=539, step=11340, lr=0.153000, batch loss=0.000000, epoch loss=0.000000
Batch=599, step=11400, lr=0.152750, batch loss=0.000000, epoch loss=0.000000
Batch=659, step=11460, lr=0.152500, batch loss=0.000000, epoch loss=0.000000
Batch=719, step=11520, lr=0.152250, batch loss=0.000000, epoch loss=0.000000
Batch=779, step=11580, lr=0.152000, batch loss=0.000000, epoch loss=0.000000
Batch=839, step=11640, lr=0.151750, batch loss=0.000000, epoch loss=0.000000
Batch=899, step=11700, lr=0.151500, batch loss=0.000000, epoch loss=0.000000
Batch=959, step=11760, lr=0.151250, batch loss=0.000000, epoch loss=0.000000
Batch=1019, step=11820, lr=0.151000, batch loss=0.000000, epoch loss=0.000000
Batch=1079, step=11880, lr=0.150750, batch loss=0.000000, epoch loss=0.000000
Batch=1139, step=11940, lr=0.150500, batch loss=0.000000, epoch loss=0.000000
Batch=1199, step=12000, lr=0.150250, batch loss=0.000000, epoch loss=0.000000
Epoch=9, step=12000, lr=0.150250, epoch loss=0.000000
Batch=59, step=12060, lr=0.150000, batch loss=0.000000, epoch loss=0.000000
Batch=119, step=12120, lr=0.149750, batch loss=0.000000, epoch loss=0.000000
Batch=179, step=12180, lr=0.149500, batch loss=0.000000, epoch loss=0.000000
Batch=239, step=12240, lr=0.149250, batch loss=0.000000, epoch loss=0.000000
Batch=299, step=12300, lr=0.149000, batch loss=0.000000, epoch loss=0.000000
Batch=359, step=12360, lr=0.148750, batch loss=0.000000, epoch loss=0.000000
Batch=419, step=12420, lr=0.148500, batch loss=0.000000, epoch loss=0.000000
Batch=479, step=12480, lr=0.148250, batch loss=0.000000, epoch loss=0.000000
Batch=539, step=12540, lr=0.148000, batch loss=0.000000, epoch loss=0.000000
Batch=599, step=12600, lr=0.147750, batch loss=0.000000, epoch loss=0.000000
Batch=659, step=12660, lr=0.147500, batch loss=0.000000, epoch loss=0.000000
Batch=719, step=12720, lr=0.147250, batch loss=0.000000, epoch loss=0.000000
Batch=779, step=12780, lr=0.147000, batch loss=0.000000, epoch loss=0.000000
Batch=839, step=12840, lr=0.146750, batch loss=0.000000, epoch loss=0.000000
Batch=899, step=12900, lr=0.146500, batch loss=0.000000, epoch loss=0.000000
Batch=959, step=12960, lr=0.146250, batch loss=0.000000, epoch loss=0.000000
Batch=1019, step=13020, lr=0.146000, batch loss=0.000000, epoch loss=0.000000
Batch=1079, step=13080, lr=0.145750, batch loss=0.000000, epoch loss=0.000000
Batch=1139, step=13140, lr=0.145500, batch loss=0.000000, epoch loss=0.000000
Batch=1199, step=13200, lr=0.145250, batch loss=0.000000, epoch loss=0.000000
Epoch=10, step=13200, lr=0.145250, epoch loss=0.000000
Batch=59, step=13260, lr=0.145000, batch loss=0.000000, epoch loss=0.000000
Batch=119, step=13320, lr=0.144750, batch loss=0.000000, epoch loss=0.000000
Batch=179, step=13380, lr=0.144500, batch loss=0.000000, epoch loss=0.000000
Batch=239, step=13440, lr=0.144250, batch loss=0.000000, epoch loss=0.000000
Batch=299, step=13500, lr=0.144000, batch loss=0.000000, epoch loss=0.000000
Batch=359, step=13560, lr=0.143750, batch loss=0.000000, epoch loss=0.000000
Batch=419, step=13620, lr=0.143500, batch loss=0.000000, epoch loss=0.000000
Batch=479, step=13680, lr=0.143250, batch loss=0.000000, epoch loss=0.000000
Batch=539, step=13740, lr=0.143000, batch loss=0.000000, epoch loss=0.000000
Batch=599, step=13800, lr=0.142750, batch loss=0.000000, epoch loss=0.000000
Batch=659, step=13860, lr=0.142500, batch loss=0.000000, epoch loss=0.000000
Batch=719, step=13920, lr=0.142250, batch loss=0.000000, epoch loss=0.000000
Batch=779, step=13980, lr=0.142000, batch loss=0.000000, epoch loss=0.000000
Batch=839, step=14040, lr=0.141750, batch loss=0.000000, epoch loss=0.000000
Batch=899, step=14100, lr=0.141500, batch loss=0.000000, epoch loss=0.000000
Batch=959, step=14160, lr=0.141250, batch loss=0.000000, epoch loss=0.000000
Batch=1019, step=14220, lr=0.141000, batch loss=0.000000, epoch loss=0.000000
Batch=1079, step=14280, lr=0.140750, batch loss=0.000000, epoch loss=0.000000
Batch=1139, step=14340, lr=0.140500, batch loss=0.000000, epoch loss=0.000000
Batch=1199, step=14400, lr=0.140250, batch loss=0.000000, epoch loss=0.000000
Epoch=11, step=14400, lr=0.140250, epoch loss=0.000000
Batch=59, step=14460, lr=0.140000, batch loss=0.000000, epoch loss=0.000000
Batch=119, step=14520, lr=0.139750, batch loss=0.000000, epoch loss=0.000000
Batch=179, step=14580, lr=0.139500, batch loss=0.000000, epoch loss=0.000000
Batch=239, step=14640, lr=0.139250, batch loss=0.000000, epoch loss=0.000000
Batch=299, step=14700, lr=0.139000, batch loss=0.000000, epoch loss=0.000000
Batch=359, step=14760, lr=0.138750, batch loss=0.000000, epoch loss=0.000000
Batch=419, step=14820, lr=0.138500, batch loss=0.000000, epoch loss=0.000000
Batch=479, step=14880, lr=0.138250, batch loss=0.000000, epoch loss=0.000000
Batch=539, step=14940, lr=0.138000, batch loss=0.000000, epoch loss=0.000000
Batch=599, step=15000, lr=0.137750, batch loss=0.000000, epoch loss=0.000000
Batch=659, step=15060, lr=0.137500, batch loss=0.000000, epoch loss=0.000000
Batch=719, step=15120, lr=0.137250, batch loss=0.000000, epoch loss=0.000000
Batch=779, step=15180, lr=0.137000, batch loss=0.000000, epoch loss=0.000000
Batch=839, step=15240, lr=0.136750, batch loss=0.000000, epoch loss=0.000000
Batch=899, step=15300, lr=0.136500, batch loss=0.000000, epoch loss=0.000000
Batch=959, step=15360, lr=0.136250, batch loss=0.000000, epoch loss=0.000000
Batch=1019, step=15420, lr=0.136000, batch loss=0.000000, epoch loss=0.000000
Batch=1079, step=15480, lr=0.135750, batch loss=0.000000, epoch loss=0.000000
Batch=1139, step=15540, lr=0.135500, batch loss=0.000000, epoch loss=0.000000
Batch=1199, step=15600, lr=0.135250, batch loss=0.000000, epoch loss=0.000000
Epoch=12, step=15600, lr=0.135250, epoch loss=0.000000
Batch=59, step=15660, lr=0.135000, batch loss=0.000000, epoch loss=0.000000
Batch=119, step=15720, lr=0.134750, batch loss=0.000000, epoch loss=0.000000
Batch=179, step=15780, lr=0.134500, batch loss=0.000000, epoch loss=0.000000
Batch=239, step=15840, lr=0.134250, batch loss=0.000000, epoch loss=0.000000
Batch=299, step=15900, lr=0.134000, batch loss=0.000000, epoch loss=0.000000
Batch=359, step=15960, lr=0.133750, batch loss=0.000000, epoch loss=0.000000
Batch=419, step=16020, lr=0.133500, batch loss=0.000000, epoch loss=0.000000
Batch=479, step=16080, lr=0.133250, batch loss=0.000000, epoch loss=0.000000
Batch=539, step=16140, lr=0.133000, batch loss=0.000000, epoch loss=0.000000
Batch=599, step=16200, lr=0.132750, batch loss=0.000000, epoch loss=0.000000
Batch=659, step=16260, lr=0.132500, batch loss=0.000000, epoch loss=0.000000
Batch=719, step=16320, lr=0.132250, batch loss=0.000000, epoch loss=0.000000
Batch=779, step=16380, lr=0.132000, batch loss=0.000000, epoch loss=0.000000
Batch=839, step=16440, lr=0.131750, batch loss=0.000000, epoch loss=0.000000
Batch=899, step=16500, lr=0.131500, batch loss=0.000000, epoch loss=0.000000
Batch=959, step=16560, lr=0.131250, batch loss=0.000000, epoch loss=0.000000
Batch=1019, step=16620, lr=0.131000, batch loss=0.000000, epoch loss=0.000000
Batch=1079, step=16680, lr=0.130750, batch loss=0.000000, epoch loss=0.000000
Batch=1139, step=16740, lr=0.130500, batch loss=0.000000, epoch loss=0.000000
Batch=1199, step=16800, lr=0.130250, batch loss=0.000000, epoch loss=0.000000
Epoch=13, step=16800, lr=0.130250, epoch loss=0.000000
Batch=59, step=16860, lr=0.130000, batch loss=0.000000, epoch loss=0.000000
Batch=119, step=16920, lr=0.129750, batch loss=0.000000, epoch loss=0.000000
Batch=179, step=16980, lr=0.129500, batch loss=0.000000, epoch loss=0.000000
Batch=239, step=17040, lr=0.129250, batch loss=0.000000, epoch loss=0.000000
Batch=299, step=17100, lr=0.129000, batch loss=0.000000, epoch loss=0.000000
Batch=359, step=17160, lr=0.128750, batch loss=0.000000, epoch loss=0.000000
Batch=419, step=17220, lr=0.128500, batch loss=0.000000, epoch loss=0.000000
Batch=479, step=17280, lr=0.128250, batch loss=0.000000, epoch loss=0.000000
Batch=539, step=17340, lr=0.128000, batch loss=0.000000, epoch loss=0.000000
Batch=599, step=17400, lr=0.127750, batch loss=0.000000, epoch loss=0.000000
Batch=659, step=17460, lr=0.127500, batch loss=0.000000, epoch loss=0.000000
Batch=719, step=17520, lr=0.127250, batch loss=0.000000, epoch loss=0.000000
Batch=779, step=17580, lr=0.127000, batch loss=0.000000, epoch loss=0.000000
Batch=839, step=17640, lr=0.126750, batch loss=0.000000, epoch loss=0.000000
Batch=899, step=17700, lr=0.126500, batch loss=0.000000, epoch loss=0.000000
Batch=959, step=17760, lr=0.126250, batch loss=0.000000, epoch loss=0.000000
Batch=1019, step=17820, lr=0.126000, batch loss=0.000000, epoch loss=0.000000
Batch=1079, step=17880, lr=0.125750, batch loss=0.000000, epoch loss=0.000000
Batch=1139, step=17940, lr=0.125500, batch loss=0.000000, epoch loss=0.000000
Batch=1199, step=18000, lr=0.125250, batch loss=0.000000, epoch loss=0.000000
Epoch=14, step=18000, lr=0.125250, epoch loss=0.000000
Batch=59, step=18060, lr=0.125000, batch loss=0.000000, epoch loss=0.000000
Batch=119, step=18120, lr=0.124750, batch loss=0.000000, epoch loss=0.000000
Batch=179, step=18180, lr=0.124500, batch loss=0.000000, epoch loss=0.000000
Batch=239, step=18240, lr=0.124250, batch loss=0.000000, epoch loss=0.000000
Batch=299, step=18300, lr=0.124000, batch loss=0.000000, epoch loss=0.000000
Batch=359, step=18360, lr=0.123750, batch loss=0.000000, epoch loss=0.000000
Batch=419, step=18420, lr=0.123500, batch loss=0.000000, epoch loss=0.000000
Batch=479, step=18480, lr=0.123250, batch loss=0.000000, epoch loss=0.000000
Batch=539, step=18540, lr=0.123000, batch loss=0.000000, epoch loss=0.000000
Batch=599, step=18600, lr=0.122750, batch loss=0.000000, epoch loss=0.000000
Batch=659, step=18660, lr=0.122500, batch loss=0.000000, epoch loss=0.000000
Batch=719, step=18720, lr=0.122250, batch loss=0.000000, epoch loss=0.000000
Batch=779, step=18780, lr=0.122000, batch loss=0.000000, epoch loss=0.000000
Batch=839, step=18840, lr=0.121750, batch loss=0.000000, epoch loss=0.000000
Batch=899, step=18900, lr=0.121500, batch loss=0.000000, epoch loss=0.000000
Batch=959, step=18960, lr=0.121250, batch loss=0.000000, epoch loss=0.000000
Batch=1019, step=19020, lr=0.121000, batch loss=0.000000, epoch loss=0.000000
Batch=1079, step=19080, lr=0.120750, batch loss=0.000000, epoch loss=0.000000
Batch=1139, step=19140, lr=0.120500, batch loss=0.000000, epoch loss=0.000000
Batch=1199, step=19200, lr=0.120250, batch loss=0.000000, epoch loss=0.000000
Epoch=15, step=19200, lr=0.120250, epoch loss=0.000000
Batch=59, step=19260, lr=0.120000, batch loss=0.000000, epoch loss=0.000000
Batch=119, step=19320, lr=0.119750, batch loss=0.000000, epoch loss=0.000000
Batch=179, step=19380, lr=0.119500, batch loss=0.000000, epoch loss=0.000000
Batch=239, step=19440, lr=0.119250, batch loss=0.000000, epoch loss=0.000000
Batch=299, step=19500, lr=0.119000, batch loss=0.000000, epoch loss=0.000000
Batch=359, step=19560, lr=0.118750, batch loss=0.000000, epoch loss=0.000000
Batch=419, step=19620, lr=0.118500, batch loss=0.000000, epoch loss=0.000000
Batch=479, step=19680, lr=0.118250, batch loss=0.000000, epoch loss=0.000000
Batch=539, step=19740, lr=0.118000, batch loss=0.000000, epoch loss=0.000000
Batch=599, step=19800, lr=0.117750, batch loss=0.000000, epoch loss=0.000000
Batch=659, step=19860, lr=0.117500, batch loss=0.000000, epoch loss=0.000000
Batch=719, step=19920, lr=0.117250, batch loss=0.000000, epoch loss=0.000000
Batch=779, step=19980, lr=0.117000, batch loss=0.000000, epoch loss=0.000000
Batch=839, step=20040, lr=0.116750, batch loss=0.000000, epoch loss=0.000000
Batch=899, step=20100, lr=0.116500, batch loss=0.000000, epoch loss=0.000000
Batch=959, step=20160, lr=0.116250, batch loss=0.000000, epoch loss=0.000000
Batch=1019, step=20220, lr=0.116000, batch loss=0.000000, epoch loss=0.000000
Batch=1079, step=20280, lr=0.115750, batch loss=0.000000, epoch loss=0.000000
Batch=1139, step=20340, lr=0.115500, batch loss=0.000000, epoch loss=0.000000
Batch=1199, step=20400, lr=0.115250, batch loss=0.000000, epoch loss=0.000000
Epoch=16, step=20400, lr=0.115250, epoch loss=0.000000
Batch=59, step=20460, lr=0.115000, batch loss=0.000000, epoch loss=0.000000
Batch=119, step=20520, lr=0.114750, batch loss=0.000000, epoch loss=0.000000
Batch=179, step=20580, lr=0.114500, batch loss=0.000000, epoch loss=0.000000
Batch=239, step=20640, lr=0.114250, batch loss=0.000000, epoch loss=0.000000
Batch=299, step=20700, lr=0.114000, batch loss=0.000000, epoch loss=0.000000
Batch=359, step=20760, lr=0.113750, batch loss=0.000000, epoch loss=0.000000
Batch=419, step=20820, lr=0.113500, batch loss=0.000000, epoch loss=0.000000
Batch=479, step=20880, lr=0.113250, batch loss=0.000000, epoch loss=0.000000
Batch=539, step=20940, lr=0.113000, batch loss=0.000000, epoch loss=0.000000
Batch=599, step=21000, lr=0.112750, batch loss=0.000000, epoch loss=0.000000
Batch=659, step=21060, lr=0.112500, batch loss=0.000000, epoch loss=0.000000
Batch=719, step=21120, lr=0.112250, batch loss=0.000000, epoch loss=0.000000
Batch=779, step=21180, lr=0.112000, batch loss=0.000000, epoch loss=0.000000
Batch=839, step=21240, lr=0.111750, batch loss=0.000000, epoch loss=0.000000
Batch=899, step=21300, lr=0.111500, batch loss=0.000000, epoch loss=0.000000
Batch=959, step=21360, lr=0.111250, batch loss=0.000000, epoch loss=0.000000
Batch=1019, step=21420, lr=0.111000, batch loss=0.000000, epoch loss=0.000000
Batch=1079, step=21480, lr=0.110750, batch loss=0.000000, epoch loss=0.000000
Batch=1139, step=21540, lr=0.110500, batch loss=0.000000, epoch loss=0.000000
Batch=1199, step=21600, lr=0.110250, batch loss=0.000000, epoch loss=0.000000
Epoch=17, step=21600, lr=0.110250, epoch loss=0.000000
Batch=59, step=21660, lr=0.110000, batch loss=0.000000, epoch loss=0.000000
Batch=119, step=21720, lr=0.109750, batch loss=0.000000, epoch loss=0.000000
Batch=179, step=21780, lr=0.109500, batch loss=0.000000, epoch loss=0.000000
Batch=239, step=21840, lr=0.109250, batch loss=0.000000, epoch loss=0.000000
Batch=299, step=21900, lr=0.109000, batch loss=0.000000, epoch loss=0.000000
Batch=359, step=21960, lr=0.108750, batch loss=0.000000, epoch loss=0.000000
Batch=419, step=22020, lr=0.108500, batch loss=0.000000, epoch loss=0.000000
Batch=479, step=22080, lr=0.108250, batch loss=0.000000, epoch loss=0.000000
Batch=539, step=22140, lr=0.108000, batch loss=0.000000, epoch loss=0.000000
Batch=599, step=22200, lr=0.107750, batch loss=0.000000, epoch loss=0.000000
Batch=659, step=22260, lr=0.107500, batch loss=0.000000, epoch loss=0.000000
Batch=719, step=22320, lr=0.107250, batch loss=0.000000, epoch loss=0.000000
Batch=779, step=22380, lr=0.107000, batch loss=0.000000, epoch loss=0.000000
Batch=839, step=22440, lr=0.106750, batch loss=0.000000, epoch loss=0.000000
Batch=899, step=22500, lr=0.106500, batch loss=0.000000, epoch loss=0.000000
Batch=959, step=22560, lr=0.106250, batch loss=0.000000, epoch loss=0.000000
Batch=1019, step=22620, lr=0.106000, batch loss=0.000000, epoch loss=0.000000
Batch=1079, step=22680, lr=0.105750, batch loss=0.000000, epoch loss=0.000000
Batch=1139, step=22740, lr=0.105500, batch loss=0.000000, epoch loss=0.000000
Batch=1199, step=22800, lr=0.105250, batch loss=0.000000, epoch loss=0.000000
Epoch=18, step=22800, lr=0.105250, epoch loss=0.000000
Batch=59, step=22860, lr=0.105000, batch loss=0.000000, epoch loss=0.000000
Batch=119, step=22920, lr=0.104750, batch loss=0.000000, epoch loss=0.000000
Batch=179, step=22980, lr=0.104500, batch loss=0.000000, epoch loss=0.000000
Batch=239, step=23040, lr=0.104250, batch loss=0.000000, epoch loss=0.000000
Batch=299, step=23100, lr=0.104000, batch loss=0.000000, epoch loss=0.000000
Batch=359, step=23160, lr=0.103750, batch loss=0.000000, epoch loss=0.000000
Batch=419, step=23220, lr=0.103500, batch loss=0.000000, epoch loss=0.000000
Batch=479, step=23280, lr=0.103250, batch loss=0.000000, epoch loss=0.000000
Batch=539, step=23340, lr=0.103000, batch loss=0.000000, epoch loss=0.000000
Batch=599, step=23400, lr=0.102750, batch loss=0.000000, epoch loss=0.000000
Batch=659, step=23460, lr=0.102500, batch loss=0.000000, epoch loss=0.000000
Batch=719, step=23520, lr=0.102250, batch loss=0.000000, epoch loss=0.000000
Batch=779, step=23580, lr=0.102000, batch loss=0.000000, epoch loss=0.000000
Batch=839, step=23640, lr=0.101750, batch loss=0.000000, epoch loss=0.000000
Batch=899, step=23700, lr=0.101500, batch loss=0.000000, epoch loss=0.000000
Batch=959, step=23760, lr=0.101250, batch loss=0.000000, epoch loss=0.000000
Batch=1019, step=23820, lr=0.101000, batch loss=0.000000, epoch loss=0.000000
Batch=1079, step=23880, lr=0.100750, batch loss=0.000000, epoch loss=0.000000
Batch=1139, step=23940, lr=0.100500, batch loss=0.000000, epoch loss=0.000000
Batch=1199, step=24000, lr=0.100250, batch loss=0.000000, epoch loss=0.000000
Epoch=19, step=24000, lr=0.100250, epoch loss=0.000000


Half-moons scatterplot and decision boundary:
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"/usr/bin/env" "bash" "-c" "opam exec -- dune build @install @check @runtest && rm -rf _build" failed with exit status 1
2025-07-12 12:53.52: Job failed: Failed: Build failed