Organisationsahrefsocannl767421 ()freebsd-14.2-5.3_opam-2.3

freebsd-14.2-5.3_opam-2.3

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2025-07-06 11:23.28: New job: test ahrefs/ocannl https://github.com/ahrefs/ocannl.git#refs/heads/master (76742144344d219f0ab0c70374f9e5e16571d657) (freebsd-x86_64:freebsd-14.2-5.3_opam-2.3)
Base: freebsd-14.2-ocaml-5.3
Opam project build


To reproduce locally:


git clone --recursive "https://github.com/ahrefs/ocannl.git" -b "master" && cd "ocannl" && git reset --hard 76742144
cat > Dockerfile <<'END-OF-DOCKERFILE'
FROM freebsd-14.2-ocaml-5.3
# freebsd-14.2-5.3_opam-2.3
USER 1000:1000
ENV CLICOLOR_FORCE="1"
ENV OPAMCOLOR="always"
WORKDIR /src
RUN sudo ln -f /usr/local/bin/opam-2.3 /usr/local/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 382e02b4c17b5b59d503254784ac3a5d78916d5a || git fetch origin master) && git reset -q --hard 382e02b4c17b5b59d503254784ac3a5d78916d5a && 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.0.8.0 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


2025-07-06 11:23.28: Using cache hint "ahrefs/ocannl-freebsd-14.2-ocaml-5.3-freebsd-14.2-5.3_opam-2.3-e7b66700cdf32b3cc2b84269e6d26c23"
2025-07-06 11:23.28: Using OBuilder spec:
((from freebsd-14.2-ocaml-5.3)
(comment freebsd-14.2-5.3_opam-2.3)
(user (uid 1000) (gid 1000))
(env CLICOLOR_FORCE 1)
(env OPAMCOLOR always)
(workdir /src)
(run (shell "sudo ln -f /usr/local/bin/opam-2.3 /usr/local/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 382e02b4c17b5b59d503254784ac3a5d78916d5a || git fetch origin master) && git reset -q --hard 382e02b4c17b5b59d503254784ac3a5d78916d5a && 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.0.8.0 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"))
)


2025-07-06 11:23.28: Waiting for resource in pool OCluster
2025-07-06 11:23.28: Waiting for worker…
2025-07-06 11:23.28: Got resource from pool OCluster
Building on rosemary
Updating files: 100% (134/134), done.
HEAD is now at ad9a53e2 Big refactoring: Uint4x32_to_prec_uniform moves from a fetch op to a proper unary op (Ops) with dedicated shape and projections inference support (once done); getting rid of the remaining dedicated_access fetch ops with a migration of Merge_buffer to a stand-alone Get_merge_buffer variant in float_t (Low_level); and better consistency with the new terminal_type (Shape).
HEAD is now at 76742144 Migration and commit message by Claude Sonnet


(from freebsd-14.2-ocaml-5.3)
2025-07-06 11:23.40 ---> using "47c9a03b962be450225081ed69acde1f5c6dadb6d1106d9b1a8b4fd61c2defa6" from cache


/: (comment freebsd-14.2-5.3_opam-2.3)


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


/: (env CLICOLOR_FORCE 1)


/: (env OPAMCOLOR always)


/: (workdir /src)


/src: (run (shell "sudo ln -f /usr/local/bin/opam-2.3 /usr/local/bin/opam"))
2025-07-06 11:23.41 ---> using "6c919feff42b8acbece064f547886f17e62a0f8c652c95803d5cc1a0edc05bf0" from cache


/src: (run (shell "opam init --reinit -ni"))
No configuration file found, using 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 version of opam requires an update to the layout of /home/opam/.opam from version 2.1 to version 2.2, which can't be reverted.
You may want to back it up before going further.


Continue? [y/n] y
[NOTE] The 'jobs' option was reset, its value was 1 and its new value will vary according to the current number of cores on your machine. You can restore the fixed value using:
opam option jobs=1 --global
Format upgrade done.


<><> Updating repositories ><><><><><><><><><><><><><><><><><><><><><><><><><><>
[default] no changes from git+file:///home/opam/opam-repository
2025-07-06 11:23.42 ---> using "ef1aecc2d79e0d6d7a69975e03fbee48aae321cc5ded967c4b85817abcd33408" from cache


/src: (run (shell "uname -rs && opam exec -- ocaml -version && opam --version"))
FreeBSD 14.2-RELEASE-p1
The OCaml toplevel, version 5.3.0
2.3.0
2025-07-06 11:23.43 ---> using "b81c61e28dd398a2621aef3fc778c808fda4399fe66dbfb28a40b55bd44ce32a" from cache


/src: (workdir /src)


/src: (run (shell "sudo chown opam /src"))
2025-07-06 11:23.43 ---> using "46859cd3f1ed5f6081f98d282b27cc9fcab2b0b04b4be45ac52d723eb6d8a59e" from cache


/src: (run (cache (opam-archives (target /home/opam/.opam/download-cache)))
(network host)
(shell "cd ~/opam-repository && (git cat-file -e 382e02b4c17b5b59d503254784ac3a5d78916d5a || git fetch origin master) && git reset -q --hard 382e02b4c17b5b59d503254784ac3a5d78916d5a && git log --no-decorate -n1 --oneline && opam update -u"))
From https://github.com/ocaml/opam-repository
* branch                  master     -> FETCH_HEAD
0d013e603b..ee56c84f60  master     -> origin/master
382e02b4c1 Merge pull request #28124 from kit-ty-kate/opam-publish-re.1.13.2


<><> 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).


The following packages are not being upgraded because the new versions conflict with other installed packages:
- ocaml.5.5.0
- ocaml-compiler.5.5
∗ ocaml-base-compiler.5.4.0~alpha1 is installed and requires ocaml-compiler = 5.4.0~alpha1
However, you may "opam upgrade" these packages explicitly, which will ask permission to downgrade or uninstall the conflicting packages.
Nothing to do.
2025-07-06 11:23.44 ---> using "34c2551a23e74fab0ca6583ce10ca25856b5d0a97adc082dac5563c663867329" from cache


/src: (copy (src neural_nets_lib.opam arrayjit.opam) (dst ./))
2025-07-06 11:23.45 ---> using "22f151b2168d9113d9eeb8167b5bf1ab1634451715e5e43ab837c2f9d008c945" 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)
2025-07-06 11:23.45 ---> using "4860030a51b4e8d6fc10201298891b64ccde7b467485dcf89d5a810dee35cde3" from cache


/src: (run (network host)
(shell "echo '(lang dune 3.0)' > './dune-project'"))
2025-07-06 11:23.46 ---> using "6a9c5800c1b38685dc616bd7e8039f0a3e1168e5f2aa1c740d7f877e190f4e37" 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.0.8.0 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"))
[WARNING] Unknown update command for bsd, skipping system update


<><> 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).
2025-07-06 11:23.47 ---> using "ddc42742cf78688c21f218c3e8a4ba5ab7af6d8eba5c69f3e6159cda47c91cd6" 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
∗ angstrom                0.16.1
∗ astring                 0.8.5
∗ backoff                 0.1.1
∗ base                    v0.17.3
∗ base-bytes              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                    0.8.0
∗ mdx                     2.5.0
∗ mtime                   2.1.0
∗ multicore-magic         2.3.1
∗ num                     1.6
∗ ocaml-compiler-libs     v0.17.0
∗ 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


<><> Processing actions <><><><><><><><><><><><><><><><><><><><><><><><><><><><>
⬇ retrieved astring.0.8.5  (cached)
⬇ retrieved backoff.0.1.1  (cached)
⬇ retrieved angstrom.0.16.1  (cached)
⬇ retrieved bigarray-compat.1.1.0  (cached)
⬇ retrieved bigstringaf.0.10.0  (cached)
⬇ retrieved camlp-streams.5.0.1  (cached)
⬇ retrieved camlzip.1.13  (cached)
∗ installed conf-libcurl.2
∗ installed conf-pkg-config.4
⬇ retrieved cppo.1.8.0  (cached)
∗ installed conf-zlib.1
∗ installed conf-libffi.2.0.0
⬇ retrieved cmdliner.1.3.0  (cached)
⬇ retrieved csv.2.4  (cached)
⬇ retrieved csexp.1.5.2  (cached)
⬇ retrieved ctypes.0.23.0, ctypes-foreign.0.23.0  (cached)
⬇ retrieved curl.0.10.0  (cached)
⬇ retrieved base.v0.17.3  (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.0.8.0  (cached)
⬇ retrieved mtime.2.1.0  (cached)
⬇ retrieved mdx.2.5.0  (cached)
⬇ retrieved multicore-magic.2.3.1  (cached)
⬇ retrieved num.1.6  (cached)
⬇ retrieved ocaml-syntax-shims.1.0.0  (cached)
⬇ retrieved ocaml-compiler-libs.v0.17.0  (cached)
⬇ retrieved ocaml-version.4.0.1  (cached)
⬇ retrieved ocaml_intrinsics_kernel.v0.17.1  (cached)
⬇ retrieved ocamlbuild.0.16.1  (cached)
⬇ retrieved parsexp.v0.17.0  (cached)
⬇ retrieved ocamlfind.1.9.8  (cached)
⬇ retrieved ppx_assert.v0.17.0  (cached)
⬇ retrieved pprint.20230830  (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_deriving.6.1.0  (cached)
⬇ retrieved ppx_enumerate.v0.17.0  (cached)
⬇ retrieved ppx_expect.v0.17.3  (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_minidebug.2.3.0  (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_variants_conv.v0.17.1  (cached)
⬇ retrieved dune.3.19.1, dune-configurator.3.19.1  (cached)
⬇ retrieved printbox.0.12, printbox-ext-plot.0.12, printbox-html.0.12, printbox-md.0.12, printbox-text.0.12  (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 seq.base  (cached)
∗ installed seq.base
⬇ retrieved sexplib.v0.17.0  (cached)
⬇ retrieved saturn_lockfree.0.5.0  (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 time_now.v0.17.0  (cached)
⬇ retrieved ppxlib.0.36.0  (cached)
⬇ retrieved tyxml.4.6.0  (cached)
⬇ retrieved topkg.1.0.8  (cached)
⬇ retrieved uutf.1.0.4  (cached)
⬇ retrieved variantslib.v0.17.0  (cached)
⬇ retrieved uucp.16.0.0  (cached)
∗ installed cmdliner.1.3.0
∗ installed num.1.6
∗ installed ocamlfind.1.9.8
∗ installed base-bytes.base
∗ installed ocamlbuild.0.16.1
∗ installed camlzip.1.13
∗ installed topkg.1.0.8
∗ installed uutf.1.0.4
∗ installed mtime.2.1.0
∗ installed ptime.1.2.0
∗ installed fmt.0.10.0
∗ installed astring.0.8.5
∗ installed logs.0.8.0
∗ installed dune.3.19.1
∗ installed ppx_derivers.1.2.1
∗ installed jane-street-headers.v0.17.0
∗ installed csexp.1.5.2
∗ installed thread-local-storage.0.2
∗ installed stdlib-shims.0.3.0
∗ installed sexplib0.v0.17.0
∗ installed result.1.5
∗ installed re.1.13.2
∗ installed printbox.0.12
∗ installed pprint.20230830
∗ installed ocaml_intrinsics_kernel.v0.17.1
∗ installed ocaml-version.4.0.1
∗ installed ocaml-syntax-shims.1.0.0
∗ installed ocaml-compiler-libs.v0.17.0
∗ installed multicore-magic.2.3.1
∗ installed csv.2.4
∗ installed cppo.1.8.0
∗ installed camlp-streams.5.0.1
∗ installed bigarray-compat.1.1.0
∗ installed backoff.0.1.1
∗ installed integers.0.7.0
∗ installed saturn_lockfree.0.5.0
∗ installed dune-configurator.3.19.1
∗ installed bigstringaf.0.10.0
∗ installed mdx.2.5.0
∗ installed parsexp.v0.17.0
∗ installed angstrom.0.16.1
∗ installed uucp.16.0.0
∗ installed tyxml.4.6.0
∗ installed printbox-text.0.12
∗ installed sexplib.v0.17.0
∗ installed printbox-md.0.12
∗ installed printbox-html.0.12
∗ installed printbox-ext-plot.0.12
∗ installed curl.0.10.0
∗ installed ctypes.0.23.0
∗ installed base.v0.17.3
∗ installed fieldslib.v0.17.0
∗ installed variantslib.v0.17.0
∗ installed stdio.v0.17.0
∗ installed ctypes-foreign.0.23.0
∗ installed ppxlib.0.36.0
∗ installed ppx_cold.v0.17.0
∗ installed ppx_here.v0.17.0
∗ installed ppx_variants_conv.v0.17.1
∗ installed ppxlib_jane.v0.17.4
∗ installed ppx_optcomp.v0.17.1
∗ installed ppx_fields_conv.v0.17.0
∗ installed ppx_deriving.6.1.0
∗ installed ppx_globalize.v0.17.2
∗ installed ppx_enumerate.v0.17.0
∗ 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.
2025-07-06 11:23.47 ---> using "fe19ce70e17acaf93a46caeaffc6cc2c59e17f70e98c7af7fd5eb452debecd3f" from cache


/src: (copy (src .) (dst /src))
2025-07-06 11:23.57 ---> saved as "ffa43468629c9065918cc7e4d4ab174d7731eb35ac6a1948dd8b85d2df3767b1"


/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/local/bin/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
(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/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
File "test/einsum/test_conv_syntax.expected", line 1, characters 0-0:
/usr/local/bin/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 4bd5a1c..0580e1e 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/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 cc
Fatal error: exception Sys_error("build_files/init_params_for_g_run_id_1.log: No such file or directory")
Raised by primitive operation at Stdlib.open_in_gen in file "stdlib.ml", line 405, characters 28-54
Called from Stdio__In_channel.with_file in file "src/in_channel.ml", line 18, characters 45-66
Called from Stdio__In_channel.read_all in file "src/in_channel.ml" (inlined), line 86, characters 21-49
Called from Backends__Cc_backend.c_compile_and_load in file "arrayjit/lib/cc_backend.ml", line 79, characters 8-43
Re-raised at Backends__Cc_backend.c_compile_and_load in file "arrayjit/lib/cc_backend.ml", lines 76-82, characters 18-23
Re-raised at Backends__Cc_backend.c_compile_and_load in file "arrayjit/lib/cc_backend.ml", lines 57-107, characters 35-8
Called from Backends__Cc_backend.compile in file "arrayjit/lib/cc_backend.ml", line 144, characters 23-67
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 Dune__exe__Micrograd_demo_logging in file "test/micrograd_demo_logging.ml", line 35, characters 13-72
File "test/test_print_style.expected", line 1, characters 0-0:
/usr/local/bin/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:
File "test/einsum/moons_demo_variant.expected", line 1, characters 0-0:
/usr/local/bin/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..99aa031 100644
--- a/_build/default/test/einsum/moons_demo_variant.expected
+++ b/_build/default/test/einsum/moons_demo_variant.exe.output
@@ -1,121 +1,124 @@


-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:
┌────────────────────────────────────────────────────────────────────────────────────────────────────â”
-│****************************#***********************************************************************│
-│****************************###***###***#***********************************************************│
-│***************************#********#***#**********************************************************.│
-│********************#*********************##*#*#************************************************....│
-│******************#***#*****##*#*#*#****#*#*#*##**********************************************......│
-│**************#*#**###**#*##**##********#**#****###**#*************************************.........│
-│***********#***##***#**##*****************#*#*##*###*************************************...........│
-│***************#**###******************************##*#********************************.............│
-│*************#*****#******************************#*#***#*#*************************................│
-│*********#***#************************************##*###**#***********************..................│
-│******#***#*#*#******************************************#*#*******************.....................│
-│*****###****#*******************************************#********************.......................│
-│*******#*###***********************************************#*#************..........................│
-│**********##**********************%%*********************#**##**********............................│
-│*****#***#**********************%**%%********************************.............................%.│
-│**####*************************%**%**************************##*#**............................%...%│
-│****#**************************%%**%*************************#*#*..............................%....│
-│*#****##************************%*...%*********************##*..#...........................%...%%..│
-│****#*#***********************.%..%.%........................#..#.............................%.%...│
-│##*##*********************.......%.............................#.##.........................%.%.%%%.│
-│**#####*****************.......%...%%.......................................................%..%.%..│
-│**********************...........%.%.%%.....................#.#.#.#.............................%%..│
-│***##****************............%..%..%........................#.#.........................%...%...│
-│##**#**************................%...%.....................#..###......................%.%%.......│
-│###***************...............%.%.%...........................##............................%....│
-│**##************.................................................#......................%%.%..%.....│
-│**#************....................%%...........................##......................%%.%........│
-│**************........................%......................#..#...........................%.......│
-│************........................%%.%.......................##.....................%..%..........│
-│***********............................%%..............................................%%.%%........│
-│**********.............................%...%............................................%%%.........│
-│********...................................%..%....................................%.....%..........│
-│*******.................................%%..%.%................................%.%.%.%%.............│
-│******.....................................%%.%...%%.%.......................%%%....%.%.%...........│
-│*****....................................%.....%.%..%....................%.....%%.%.%...............│
-│***.........................................%%...%.%%%%..%.......%.........%%.%%....................│
-│**................................................%..%.......%..%%%%...%.%..%.%.....................│
-│*..................................................%.%.%............%..%...%........................│
-│..................................................%....%.%......%%...%.%............................│
-│..........................................................%..%......%%%.............................│
+│...................................#................................................................│
+│..........................##..#..###....##..........................................................│
+│.........................#....#.....#...............................................................│
+│.......................#.##.#.......#####...#.#.....................................................│
+│..................#.#.#...#..#.##....#.#.##..#....#.................................................│
+│.............#.#......##.#..#..........###..#....#..................................................│
+│.............##..##.....#....................#.##.###...#...........................................│
+│.............#.##.#.#.#.......................#...##..#.............................................│
+│.........#.#....##..................................##..#...........................................│
+│...........#.#....................................#..##...#.#.......................................│
+│..........##..........................................#...#.#.......................................│
+│.......#...###............................................#.........................................│
+│....#....##..........................%..................#....##.....................................│
+│.........##................................................#..#..............................%......│
+│.....#..#........................%..%......................##.#...................................%.│
+│...##.#..................................................#....................................%...%.│
+│..###...........................%..%%......................###................................%.%...│
+│..#...#.#.......................%%.%%.......................#.##.#............................%.....│
+│..#...#.............................%.........................##..............................%...%.│
+│..##..#............................%%.........................#..##.........................%%..%.%%│
+│#...#..#.........................%.%%%.......................##...#............................%.%..│
+│##...#.............................%%.........................#.#..#................................│
+│...................................%%%%.......................##.#.#........................%%..%.%.│
+│###................................%%..............................#.......................%....%...│
+│..##................................%%%.%....................................................%%..%..│
+│.#.....................................%.......................#.###......................%.%%.%....│
+│.....#................................%...%................................................%...%....│
+│...................................%.....%%......................#..................................│
+│.....................................%%%..%...........................................%..%%..%......│
+│.......................................%%.....%......................................%..%.%.%.......│
+│.........................................%%............................................%..%%.%......│
+│..........................................%.%.....%...............................%.%.%%..%.........│
+│.........................................%%%..%%......................................%.............│
+│...........................................%.%..%..............................%%.%.%.%%.%..........│
+│..............................................%%%%..%.%.......................%%..%.%.%.............│
+│..............................................%..%%%.%%...................%..%%...%.................│
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+│......................................................%%.%%%..%.%..%%.%.%.%%........................│
+│.....................................................%...........%%%%......%%.......................│
+│.......................................................%.%%%%.%.......%...%.........................│
└────────────────────────────────────────────────────────────────────────────────────────────────────┘Loss:
-┌────────┬────────────────────────────────────────────────────────────────────────────────────────────────────â”
-│ 3.79e+1│-                                                                                                   │
-│        │                                                                                                    │
-│        │                                                                                                    │
-│        │                                                                                                    │
-│        │                                                                                                    │
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-│        │                                                                                                    │
-│        │                                                                                                    │
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-│        │                                                                                                    │
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-│        │                                                                                                    │
-│        │  -       -    -                          -                                                         │
-│ 0.00   │   - ----  ---  --- ---- ---- ---- ---- -- - ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- │
-├────────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤
-│        │0.00                                                                                         7.90e+1│
-│        │                                                step                                                │
-└────────┴────────────────────────────────────────────────────────────────────────────────────────────────────┘Log-loss, for better visibility:
+┌─────┬────────────────────────────────────────────────────────────────────────────────────────────────────â”
+│ 2.18│                         -                                                                          │
+│     │                                                  -                                                 │
+│     │                                                                           -                        │
+│     │                                                                                                    │
+│     │                          -                        -                        -                       │
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+│     │                                                    -                        -                      │
+│     │                           -                                                                        │
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+│     │                              -                                                  -                  │
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+│     │                                                                                  -                 │
+│     │                               -                                                                    │
+│     │                                                         -                         -                │
+│l    │                                                                                                    │
+│o    │                                -                         -                          -              │
+│s    │                                                                                                    │
+│s    │                                                                                      -             │
+│     │-                                -                          -                                       │
+│     │                                                                                       -            │
+│     │                                                             -                                      │
+│     │ -                                 -                                                    -           │
+│     │                                                                                                    │
+│     │                                                              -                           -         │
+│     │                                    -                                                               │
+│     │  -                                                            -                           -        │
+│     │                                                                                                    │
+│     │                                     -                                                      -       │
+│     │   -                                                             -                                  │
+│     │                                                                                             -      │
+│     │                                      -                           -                                 │
+│     │                                                                                               -    │
+│     │     -                                                             -                                │
+│     │                                        -                                                       -   │
+│     │                                                                                                    │
+│ 0.00│      --- ---- ---- ----                 --- ----                   - ----                       -- │
+├─────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤
+│     │0.00                                                                                         7.90e+1│
+│     │                                                step                                                │
+└─────┴────────────────────────────────────────────────────────────────────────────────────────────────────┘Log-loss, for better visibility:
┌─────────┬────────────────────────────────────────────────────────────────────────────────────────────────────â”
-│ 3.63    │-                                                                                                   │
+│ 7.79e-1 │                         -                                                                          │
+│         │                          ---                     ----                     ----                     │
+│         │                              --                       ---                      ---                 │
+│         │-                               --                        - -                      - --             │
+│         │ -                                 -                         -                         --           │
+│         │  -                                 -                         --                          --        │
+│         │                                     -                           -                          -       │
+│         │   -                                  -                                                      -      │
+│         │                                                                  -                            -    │
+│         │     -                                                                                              │
+│         │                                        -                          -                            -   │
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│         │                                                                                                    │
-│         │ -                                                                                                  │
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+│         │                                                                    -                            -  │
+│l        │                                                                                                    │
+│o        │                                                                                                    │
+│g        │                                                                                                    │
+│         │      -                                                                                             │
+│l        │                                                                                                    │
+│o        │                                                                                                    │
+│s        │                                                                                                    │
+│s        │                                                                                                    │
+│         │                                         -                                                          │
│         │                                                                                                    │
│         │                                                                                                    │
│         │                                                                                                    │
-│         │  -                                                                                                 │
-│         │                                          -                                                         │
-│         │          -    -                                                                            -       │
-│         │   - -           -                                                 -                                │
-│         │       --  -      - - -   -   - -            --           -  -   -  -       -                  --   │
-│         │      -     -   -      -   -   -    -             --        -         - --   -  - -   -             │
-│         │                                 -                  -                            -                  │
-│l        │             -       -               -  --                                         -                │
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-│g        │                                      -                                              -     -     -  │
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@@ -127,10 +130,7 @@ Half-moons scatterplot and decision boundary:
│         │                                                                                                    │
│         │                                                                                                    │
│         │                                                                                                    │
-│         │                                                                                                    │
-│         │                                                                                                    │
-│         │                                                                                                    │
-│ -1.00e+1│                            -                   -       -                               - -  -    - │
+│ -1.00e+1│       -- ---- ---- ----                  -- ----                     ----                        - │
├─────────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤
│         │0.00                                                                                         7.90e+1│
│         │                                                step                                                │
File "test/einsum/einsum_trivia_exec.expected", line 1, characters 0-0:
/usr/local/bin/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..5ec4bfc 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
@@ -735,158 +735,158 @@ HERE: test/einsum/einsum_trivia_exec.ml:269:21


HERE: test/einsum/einsum_trivia_exec.ml:298:21
-┌────────────────────────────────â”
-│[9]: ;=>+ shape 0:4,1:5,2:6,3:3 │
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-││axis 2│ 0.00  1.00  1.00 │     │
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-││      │ 0.00  1.00  4.00 │     │
-││      │ 0.00  1.00  5.00 │     │
-│├──────┼──────────────────┤     │
-││2 @ 1 │ 0.00  2.00  0.00 │     │
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+├─────────────────────────────────────┤
+│┌──────┬────────────────────────────â”│
+││1 @ 0 │axis 3                      ││
+│├──────┼────────────────────────────┤│
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+││axis 2│ 1.99e+3  3.42e+3  3.48e+15 ││
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+││      │ 1.99e+3  3.42e+3  3.48e+15 ││
+│├──────┼────────────────────────────┤│
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+││2 @ 1 │ 3.33e+3  3.43e+3  3.48e+15 ││
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+││3 @ 1 │ 4.00e+3  3.43e+3  3.48e+15 ││
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+││      │ 4.00e+3  3.43e+3  3.48e+15 ││
+││      │ 4.00e+3  3.43e+3  3.48e+15 ││
+│├──────┼────────────────────────────┤│
+││4 @ 1 │ 4.68e+3  3.43e+3  3.48e+15 ││
+││axis 2│ 4.68e+3  3.43e+3  3.48e+15 ││
+││      │ ...      ...      ...      ││
+││      │ 4.68e+3  3.43e+3  3.48e+15 ││
+││      │ 4.68e+3  3.43e+3  3.48e+15 ││
+│└──────┴────────────────────────────┘│
+├─────────────────────────────────────┤
+│┌──────┬───────────────────────────┠│
+││2 @ 0 │axis 3                     │ │
+│├──────┼───────────────────────────┤ │
+││0 @ 1 │ 1.99e+3  5.15e+4  3.35e+7 │ │
+││axis 2│ 1.99e+3  5.15e+4  3.35e+7 │ │
+││      │ ...      ...      ...     │ │
+││      │ 1.99e+3  5.15e+4  3.35e+7 │ │
+││      │ 1.99e+3  5.15e+4  3.35e+7 │ │
+│├──────┼───────────────────────────┤ │
+││1 @ 1 │ 2.66e+3  5.15e+4  3.35e+7 │ │
+││axis 2│ 2.66e+3  5.15e+4  3.35e+7 │ │
+││      │ ...      ...      ...     │ │
+││      │ 2.66e+3  5.15e+4  3.35e+7 │ │
+││      │ 2.66e+3  5.15e+4  3.35e+7 │ │
+│├──────┼───────────────────────────┤ │
+││2 @ 1 │ 3.33e+3  5.15e+4  3.35e+7 │ │
+││axis 2│ 3.33e+3  5.15e+4  3.35e+7 │ │
+││      │ ...      ...      ...     │ │
+││      │ 3.33e+3  5.15e+4  3.35e+7 │ │
+││      │ 3.33e+3  5.15e+4  3.35e+7 │ │
+│├──────┼───────────────────────────┤ │
+││3 @ 1 │ 4.01e+3  5.15e+4  3.35e+7 │ │
+││axis 2│ 4.01e+3  5.15e+4  3.35e+7 │ │
+││      │ ...      ...      ...     │ │
+││      │ 4.01e+3  5.15e+4  3.35e+7 │ │
+││      │ 4.01e+3  5.15e+4  3.35e+7 │ │
+│├──────┼───────────────────────────┤ │
+││4 @ 1 │ 4.68e+3  5.15e+4  3.35e+7 │ │
+││axis 2│ 4.68e+3  5.15e+4  3.35e+7 │ │
+││      │ ...      ...      ...     │ │
+││      │ 4.68e+3  5.15e+4  3.35e+7 │ │
+││      │ 4.68e+3  5.15e+4  3.35e+7 │ │
+│└──────┴───────────────────────────┘ │
+├─────────────────────────────────────┤
+│┌──────┬───────────────────────────┠│
+││3 @ 0 │axis 3                     │ │
+│├──────┼───────────────────────────┤ │
+││0 @ 1 │ 1.99e+3  2.20e+2  2.61e+3 │ │
+││axis 2│ 1.99e+3  2.20e+2  2.61e+3 │ │
+││      │ ...      ...      ...     │ │
+││      │ 1.99e+3  2.20e+2  2.61e+3 │ │
+││      │ 1.99e+3  2.20e+2  2.61e+3 │ │
+│├──────┼───────────────────────────┤ │
+││1 @ 1 │ 2.66e+3  2.21e+2  3.41e+3 │ │
+││axis 2│ 2.66e+3  2.21e+2  3.41e+3 │ │
+││      │ ...      ...      ...     │ │
+││      │ 2.66e+3  2.21e+2  3.41e+3 │ │
+││      │ 2.66e+3  2.21e+2  3.41e+3 │ │
+│├──────┼───────────────────────────┤ │
+││2 @ 1 │ 3.33e+3  2.22e+2  4.21e+3 │ │
+││axis 2│ 3.33e+3  2.22e+2  4.21e+3 │ │
+││      │ ...      ...      ...     │ │
+││      │ 3.33e+3  2.22e+2  4.21e+3 │ │
+││      │ 3.33e+3  2.22e+2  4.21e+3 │ │
+│├──────┼───────────────────────────┤ │
+││3 @ 1 │ 4.01e+3  2.23e+2  5.01e+3 │ │
+││axis 2│ 4.01e+3  2.23e+2  5.01e+3 │ │
+││      │ ...      ...      ...     │ │
+││      │ 4.01e+3  2.23e+2  5.01e+3 │ │
+││      │ 4.01e+3  2.23e+2  5.01e+3 │ │
+│├──────┼───────────────────────────┤ │
+││4 @ 1 │ 4.68e+3  2.24e+2  5.81e+3 │ │
+││axis 2│ 4.68e+3  2.24e+2  5.81e+3 │ │
+││      │ ...      ...      ...     │ │
+││      │ 4.68e+3  2.24e+2  5.81e+3 │ │
+││      │ 4.68e+3  2.24e+2  5.81e+3 │ │
+│└──────┴───────────────────────────┘ │
+└─────────────────────────────────────┘


HERE: test/einsum/einsum_trivia_exec.ml:299:21
-┌───────────────────────────â”
-│[1]: =>_ti shape 0:4,1:3   │
-│┌──────┬──────────────────â”│
-││      │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 ││
-│└──────┴──────────────────┘│
-└───────────────────────────┘
+┌──────────────────────────────────â”
+│[1]: =>_ti shape 0:4,1:3          │
+│┌──────┬─────────────────────────â”│
+││      │axis 1                   ││
+│├──────┼─────────────────────────┤│
+││axis 0│ 0.00  1.73e+2  1.21e+1  ││
+││      │ 1.00  3.42e+3  3.48e+15 ││
+││      │ 2.00  5.15e+4  3.35e+7  ││
+││      │ 3.00  2.20e+2  2.53e+2  ││
+│└──────┴─────────────────────────┘│
+└──────────────────────────────────┘


HERE: test/einsum/einsum_trivia_exec.ml:300:21
(cd _build/.sandbox/61eb5b144afc2c9d89b0cf0e0a913621/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/61eb5b144afc2c9d89b0cf0e0a913621/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
(cd _build/.sandbox/61eb5b144afc2c9d89b0cf0e0a913621/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/61eb5b144afc2c9d89b0cf0e0a913621/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
(cd _build/.sandbox/61eb5b144afc2c9d89b0cf0e0a913621/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/61eb5b144afc2c9d89b0cf0e0a913621/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
(cd _build/.sandbox/61eb5b144afc2c9d89b0cf0e0a913621/default/test && .tutorials.inline-tests/inline-test-runner.exe inline-test-runner tutorials -partition 'Welcome to OCANNL! Reading configuration defaults from /src/_build/.sandbox/cb099aa3cfb7b476a410a042c83f621f/default/test/ocannl_config.' -source-tree-root .. -diff-cmd -)


Welcome to OCANNL! Reading configuration defaults from /src/_build/.sandbox/61eb5b144afc2c9d89b0cf0e0a913621/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
(cd _build/.sandbox/61eb5b144afc2c9d89b0cf0e0a913621/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/61eb5b144afc2c9d89b0cf0e0a913621/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
(cd _build/.sandbox/61eb5b144afc2c9d89b0cf0e0a913621/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/61eb5b144afc2c9d89b0cf0e0a913621/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
(cd _build/.sandbox/61eb5b144afc2c9d89b0cf0e0a913621/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/61eb5b144afc2c9d89b0cf0e0a913621/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
(cd _build/.sandbox/61eb5b144afc2c9d89b0cf0e0a913621/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/61eb5b144afc2c9d89b0cf0e0a913621/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
(cd _build/.sandbox/61eb5b144afc2c9d89b0cf0e0a913621/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/61eb5b144afc2c9d89b0cf0e0a913621/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
(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 #27}
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 40))))
@!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 cc
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=379, step=380, lr=0.197862, batch loss=0.000000, epoch loss=0.000000
Batch=759, step=760, lr=0.195487, batch loss=0.000000, epoch loss=10677010602441819767735963709013474784699214980618967259807744.000000
Batch=799, step=800, lr=0.195012, batch loss=0.000000, epoch loss=10677010602441819767735963709013474784699214980618967259807744.000000
Epoch=0, step=800, lr=0.195012, epoch loss=1067701060244181976773963709013474784699214980618967259807744.000000
Batch=379, step=1180, lr=0.192862, batch loss=0.000000, epoch loss=2999911805794300056826240779043627333091606033995742689248286368770031616.000000
Batch=759, step=1560, lr=0.190487, batch loss=0.000000, epoch loss=2999911805794300056826240779043627333091606033995742689248286368770031616.000000
Batch=799, step=1600, lr=0.190012, batch loss=0.000000, epoch loss=2999911805794300056826240779043627333091606033995742689248286368770031616.000000
Epoch=1, step=1600, lr=0.190012, epoch loss=2999911805794300056826240779043627333091606033995742689248286368770031616.000000
Batch=379, step=1980, lr=0.187863, batch loss=0.000000, epoch loss=0.000000
Batch=759, step=2360, lr=0.185487, batch loss=0.000000, epoch loss=0.000000
Batch=799, step=2400, lr=0.185012, batch loss=0.000000, epoch loss=0.000000
Epoch=2, step=2400, lr=0.185012, epoch loss=0.000000
Batch=379, step=2780, lr=0.182862, batch loss=0.000000, epoch loss=0.000000
Batch=759, step=3160, lr=0.180487, batch loss=0.000000, epoch loss=0.000000
Batch=799, step=3200, lr=0.180012, batch loss=0.000000, epoch loss=0.000000
Epoch=3, step=3200, lr=0.180012, epoch loss=0.000000
Batch=379, step=3580, lr=0.177862, batch loss=0.000000, epoch loss=0.000000
Batch=759, step=3960, lr=0.175487, batch loss=0.000000, epoch loss=0.000000
Batch=799, step=4000, lr=0.175012, batch loss=0.000000, epoch loss=0.000000
Epoch=4, step=4000, lr=0.175012, epoch loss=0.000000
Batch=379, step=4380, lr=0.172862, batch loss=0.000000, epoch loss=0.000000
Batch=759, step=4760, lr=0.170487, batch loss=0.000000, epoch loss=0.000000
Batch=799, step=4800, lr=0.170012, batch loss=0.000000, epoch loss=0.000000
Epoch=5, step=4800, lr=0.170012, epoch loss=0.000000
Batch=379, step=5180, lr=0.167862, batch loss=0.000000, epoch loss=0.000000
Batch=759, step=5560, lr=0.165487, batch loss=0.000000, epoch loss=0.000000
Batch=799, step=5600, lr=0.165012, batch loss=0.000000, epoch loss=0.000000
Epoch=6, step=5600, lr=0.165012, epoch loss=0.000000
Batch=379, step=5980, lr=0.162862, batch loss=0.000000, epoch loss=0.000000
Batch=759, step=6360, lr=0.160488, batch loss=0.000000, epoch loss=0.000000
Batch=799, step=6400, lr=0.160012, batch loss=0.000000, epoch loss=0.000000
Epoch=7, step=6400, lr=0.160012, epoch loss=0.000000
Batch=379, step=6780, lr=0.157862, batch loss=0.000000, epoch loss=0.000000
Batch=759, step=7160, lr=0.155487, batch loss=0.000000, epoch loss=0.000000
Batch=799, step=7200, lr=0.155013, batch loss=0.000000, epoch loss=0.000000
Epoch=8, step=7200, lr=0.155013, epoch loss=0.000000
Batch=379, step=7580, lr=0.152862, batch loss=0.000000, epoch loss=0.000000
Batch=759, step=7960, lr=0.150487, batch loss=0.000000, epoch loss=0.000000
Batch=799, step=8000, lr=0.150012, batch loss=0.000000, epoch loss=0.000000
Epoch=9, step=8000, lr=0.150012, epoch loss=0.000000
Batch=379, step=8380, lr=0.147862, batch loss=0.000000, epoch loss=0.000000
Batch=759, step=8760, lr=0.145488, batch loss=0.000000, epoch loss=0.000000
Batch=799, step=8800, lr=0.145012, batch loss=0.000000, epoch loss=0.000000
Epoch=10, step=8800, lr=0.145012, epoch loss=0.000000
Batch=379, step=9180, lr=0.142862, batch loss=0.000000, epoch loss=0.000000
Batch=759, step=9560, lr=0.140487, batch loss=0.000000, epoch loss=0.000000
Batch=799, step=9600, lr=0.140013, batch loss=0.000000, epoch loss=0.000000
Epoch=11, step=9600, lr=0.140013, epoch loss=0.000000
Batch=379, step=9980, lr=0.137863, batch loss=0.000000, epoch loss=0.000000
Batch=759, step=10360, lr=0.135487, batch loss=0.000000, epoch loss=0.000000
Batch=799, step=10400, lr=0.135012, batch loss=0.000000, epoch loss=0.000000
Epoch=12, step=10400, lr=0.135012, epoch loss=0.000000
Batch=379, step=10780, lr=0.132862, batch loss=0.000000, epoch loss=0.000000
Batch=759, step=11160, lr=0.130488, batch loss=0.000000, epoch loss=0.000000
Batch=799, step=11200, lr=0.130012, batch loss=0.000000, epoch loss=0.000000
Epoch=13, step=11200, lr=0.130012, epoch loss=0.000000
Batch=379, step=11580, lr=0.127862, batch loss=0.000000, epoch loss=0.000000
Batch=759, step=11960, lr=0.125487, batch loss=0.000000, epoch loss=0.000000
Batch=799, step=12000, lr=0.125013, batch loss=0.000000, epoch loss=0.000000
Epoch=14, step=12000, lr=0.125013, epoch loss=0.000000
Batch=379, step=12380, lr=0.122862, batch loss=0.000000, epoch loss=0.000000
Batch=759, step=12760, lr=0.120487, batch loss=0.000000, epoch loss=0.000000
Batch=799, step=12800, lr=0.120012, batch loss=0.000000, epoch loss=0.000000
Epoch=15, step=12800, lr=0.120012, epoch loss=0.000000
Batch=379, step=13180, lr=0.117863, batch loss=0.000000, epoch loss=0.000000
Batch=759, step=13560, lr=0.115487, batch loss=0.000000, epoch loss=0.000000
Batch=799, step=13600, lr=0.115012, batch loss=0.000000, epoch loss=0.000000
Epoch=16, step=13600, lr=0.115012, epoch loss=0.000000
Batch=379, step=13980, lr=0.112862, batch loss=0.000000, epoch loss=0.000000
Batch=759, step=14360, lr=0.110487, batch loss=0.000000, epoch loss=0.000000
Batch=799, step=14400, lr=0.110012, batch loss=0.000000, epoch loss=0.000000
Epoch=17, step=14400, lr=0.110012, epoch loss=0.000000
Batch=379, step=14780, lr=0.107862, batch loss=0.000000, epoch loss=0.000000
Batch=759, step=15160, lr=0.105487, batch loss=0.000000, epoch loss=0.000000
Batch=799, step=15200, lr=0.105012, batch loss=0.000000, epoch loss=0.000000
Epoch=18, step=15200, lr=0.105012, epoch loss=0.000000
Batch=379, step=15580, lr=0.102862, batch loss=0.000000, epoch loss=0.000000
Batch=759, step=15960, lr=0.100488, batch loss=0.000000, epoch loss=0.000000
Batch=799, step=16000, lr=0.100012, batch loss=0.000000, epoch loss=0.000000
Epoch=19, step=16000, lr=0.100012, epoch loss=0.000000


Half-moons scatterplot and decision boundary:
┌────────────────────────────────────────────────────────────────────────────────────────────────────â”
│...................................#................................................................│
│.......................#.#################.#........................................................│
│......................##########################....................................................│
│.................#################################..................................................│
│..............######################################................................................│
│.............#########################################..............................................│
│...........################.............#################...........................................│
│..........##############...................###############..........................................│
│........##############..........................###########.........................................│
│.......#############............................##.##########.......................................│
│......###########..................................############.....................................│
│.....###########....................................###########.....................................│
│....##########.....................%.................###########....................................│
│...#########.#...................%%%%.................#########..............................%%%.%%.│
│...##########..................%%%.%%...................########.#...........................%%.%%%.│
│..#######......................%%%%%%%..................##########...........................%%%%%%%│
│.#########....................%%%%%%%%....................########...........................%%%%%%.│
│.########......................%%%%%%%.....................########..........................%%%%%%.│
│#########.....................%%.%%%%%......................########........................%%%%%%%.│
│.#######.......................%%%%%%%%....................#########........................%%%%%%%.│
│########.......................%%%%%%%%.....................########.......................%%%%%%%%.│
│#######.........................%%%%%%%......................#######.......................%%%%%%%%.│
│#######.........................%%%%%%%%......................#######.....................%%%%%%%%..│
│#######.........................%%%%%%%%.....................#######.....................%%%%%%%%%..│
│######............................%%%%%%%%...................#######....................%%%%%%%%%...│
│######...........................%%%%%%%%....................########..................%%%%%%%%%%...│
│######............................%%%%%%%%%..................#######..................%.%%%%%%%%....│
│###.#.............................%.%%%%%%%%%.................#.#.##..................%%.%%%%%%%....│
│....................................%%%%%%%%%.......................................%%%%%%%%%%%.....│
│......................................%%%%%%%.%.....................................%%%%%%%%%%%.....│
│.....................................%%%%%%%%%%%.................................%%%%%%%%%%%%.......│
│......................................%%.%%%%%%%%...............................%%%%%%%%%%%.........│
│........................................%%%%%%%%%%%%........................%..%%%%%%%%%%%%.........│
│........................................%%%%%%%%%%%%%%.%....................%%%%%%%%%%%%%...........│
│..........................................%%%%%%%%%%%%%%%%%..............%%%%%%%%%%%%%%%............│
│............................................%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%...............│
│................................................%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%.%..%..............│
│................................................%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%.%..................│
│..................................................%%%%%%%%%%%%%%%%%%%%%%%%%%%%.%....................│
│.....................................................%%.%..%%%%%%%%%%%%%%%..........................│
└────────────────────────────────────────────────────────────────────────────────────────────────────┘
(cd _build/.sandbox/61eb5b144afc2c9d89b0cf0e0a913621/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/61eb5b144afc2c9d89b0cf0e0a913621/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/local/bin/git --no-pager diff --no-index --color=always -u _build/default/test/zero2hero_1of7.ml _build/.sandbox/61eb5b144afc2c9d89b0cf0e0a913621/default/test/zero2hero_1of7.ml.corrected
diff --git a/_build/default/test/zero2hero_1of7.ml b/_build/.sandbox/61eb5b144afc2c9d89b0cf0e0a913621/default/test/zero2hero_1of7.ml.corrected
index 3b7cc00..394b619 100644
--- a/_build/default/test/zero2hero_1of7.ml
+++ b/_build/.sandbox/61eb5b144afc2c9d89b0cf0e0a913621/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
-    {|
-    ┌────────┬────────────────────────────────────────────────────────────────────────────────────────────────────â”
-    │ 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/local/bin/git --no-pager diff --no-index --color=always -u _build/default/test/micrograd_demo.ml _build/.sandbox/61eb5b144afc2c9d89b0cf0e0a913621/default/test/micrograd_demo.ml.corrected
diff --git a/_build/default/test/micrograd_demo.ml b/_build/.sandbox/61eb5b144afc2c9d89b0cf0e0a913621/default/test/micrograd_demo.ml.corrected
index b394efe..4062941 100644
--- a/_build/default/test/micrograd_demo.ml
+++ b/_build/.sandbox/61eb5b144afc2c9d89b0cf0e0a913621/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
-    {|
-    ┌────────────────────â”
-    │[75]: +_g shape 0:1 │
-    │┌┬─────────┠       │
-    │││axis 0   │        │
-    │├┼─────────┤        │
-    │││ 2.47e+1 │        │
-    │└┴─────────┘        │
-    └────────────────────┘
-    |}];
+  [%expect.unreachable];
Tensor.print ~with_code:false ~with_grad:true `Default a;
-  [%expect
-    {|
-    ┌─────────────────â”
-    │[0]: a shape 0:1 │
-    │┌┬───────┠      │
-    │││axis 0 │       │
-    │├┼───────┤       │
-    │││ -4.00 │       │
-    │└┴───────┘       │
-    └─────────────────┘
-    ┌────────────────────────â”
-    │[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
-    {|
-    ┌─────────────────â”
-    │[2]: b shape 0:1 │
-    │┌┬──────┠       │
-    │││axis 0│        │
-    │├┼──────┤        │
-    │││ 2.00 │        │
-    │└┴──────┘        │
-    └─────────────────┘
-    ┌────────────────────────â”
-    │[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:
-    ┌────────────────────────────────────────────────────────────────────────────────────────────────────â”
-    │****************************#***********************************************************************│
-    │****************************###***###***#***********************************************************│
-    │***************************#********#***#***********************************************************│
-    │********************#*********************##*#*#****************************************************│
-    │******************#***#*****##*#*#*#****#*#*#*##****************************************************│
-    │**************#*#**###**#*##**##********#**#****###**#**********************************************│
-    │***********#***##***#**##*****************#*#*##*###**********************************************..│
-    │***************#**###******************************##*#******************************************...│
-    │*************#*****#******************************#*#***#*#*************************************....│
-    │*********#***#******************......************##*###**#************************************.....│
-    │******#***#*#*#****************........******************#*#*********************************.......│
-    │*****###****#****************...........****************#***********************************........│
-    │*******#*###****************.............******************#*#*****************************.........│
-    │**********##***************.......%%......***************#**##****************************..........│
-    │*****#***#****************......%..%%......*********************************************..........%.│
-    │**####*******************......%..%..........****************##*#**********************........%...%│
-    │****#*******************.......%%..%..........***************#*#**********************.........%....│
-    │*#****##***************.........%....%.........************##***#********************.......%...%%..│
-    │****#*#***************.........%..%.%...........*************#**#*******************..........%.%...│
-    │##*##****************............%...............**************#*##****************.........%.%.%%%.│
-    │**#####************............%...%%.............*******************************...........%..%.%..│
-    │******************...............%.%.%%............*********#*#*#*#*************................%%..│
-    │***##************................%..%..%............************#*#************.............%...%...│
-    │##**#***********...................%...%.............********#**###***********...........%.%%.......│
-    │###************..................%.%.%................***********##**********..................%....│
-    │**##**********.........................................**********#*********.............%%.%..%.....│
-    │**#**********......................%%...................********##********..............%%.%........│
-    │************..........................%..................****#**#********...................%.......│
-    │***********.........................%%.%..................*****##******...............%..%..........│
-    │**********.............................%%..................***********.................%%.%%........│
-    │*********..............................%...%................*******.....................%%%.........│
-    │********...................................%..%....................................%.....%..........│
-    │*******.................................%%..%.%................................%.%.%.%%.............│
-    │******.....................................%%.%...%%.%.......................%%%....%.%.%...........│
-    │*****....................................%.....%.%..%....................%.....%%.%.%...............│
-    │****........................................%%...%.%%%%..%.......%.........%%.%%....................│
-    │***...............................................%..%.......%..%%%%...%.%..%.%.....................│
-    │**.................................................%.%.%............%..%...%........................│
-    │*.................................................%....%.%......%%...%.%............................│
-    │..........................................................%..%......%%%.............................│
-    └────────────────────────────────────────────────────────────────────────────────────────────────────┘
-    |}];
+  [%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:
-    ┌────────┬────────────────────────────────────────────────────────────────────────────────────────────────────â”
-    │ 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:
-    ┌─────────┬────────────────────────────────────────────────────────────────────────────────────────────────────â”
-    │ 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:
-    ┌─────────┬────────────────────────────────────────────────────────────────────────────────────────────────────â”
-    │ -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/einsum_trivia.ml", line 1, characters 0-0:
/usr/local/bin/git --no-pager diff --no-index --color=always -u _build/default/test/einsum_trivia.ml _build/.sandbox/61eb5b144afc2c9d89b0cf0e0a913621/default/test/einsum_trivia.ml.corrected
diff --git a/_build/default/test/einsum_trivia.ml b/_build/.sandbox/61eb5b144afc2c9d89b0cf0e0a913621/default/test/einsum_trivia.ml.corrected
index 35a36fa..9a61cbf 100644
--- a/_build/default/test/einsum_trivia.ml
+++ b/_build/.sandbox/61eb5b144afc2c9d89b0cf0e0a913621/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
-    {|
-    ┌─────────────────────────────────────────────────────────────â”
-    │[0]: r2x4x3 shape 0:2|2:3->1:4                               │
-    │┌──────┬────────────────────────┬───────────────────────────â”│
-    ││      │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
-    {|
-    ┌────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────â”
-    │[2]: r2x3x6x7x4x5 shape 0:2,1:3|4:4,5:5->2:6,3:7                                                                                                                                                │
-    │┌──────┬─────────────────────────────────────────────┬─────────────────────────────────────────────┬─────────────────────────────────────────────┬─────────────────────────────────────────────â”│
-    ││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 ││
-    │└──────┴─────────────────────────────────────────────┴─────────────────────────────────────────────┴─────────────────────────────────────────────┴─────────────────────────────────────────────┘│
-    ├────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┤
-    │┌──────┬─────────────────────────────────────────────┬─────────────────────────────────────────────┬─────────────────────────────────────────────┬─────────────────────────────────────────────â”│
-    ││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│                                             │                                             │                                             │                                             ││
-    │├──────┼─────────────────────────────────────────────┼───────────────────────────────────â€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”¼â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”¼â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”€â”¤â”‚
-    ││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 ││
-    │└──────┴─────────────────────────────────────────────┴─────────────────────────────────────────────┴─────────────────────────────────────────────┴─────────────────────────────────────────────┘│
-    ├────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┤
-    │┌──────┬─────────────────────────────────────────────┬─────────────────────────────────────────────┬─────────────────────────────────────────────┬─────────────────────────────────────────────â”│
-    ││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
-    {|
-    ┌─────────────────────────────────────────────────────────────â”
-    │[0]: r2x4x3 shape 0:2|2:3->1:4                               │
-    │┌──────┬────────────────────────┬───────────────────────────â”│
-    ││      │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
-    {|
-    ┌──────────────────â”
-    │[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
-    {|
-    ┌─────────────────────â”
-    │[1]: r3 shape 0:3    │
-    │┌┬──────────────────â”│
-    │││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
-    {|
-    ┌─────────────────────────────────────────────────────────────â”
-    │[5]: r2x4x3 shape 0:2|2:3->1:4                               │
-    │┌──────┬────────────────────────┬───────────────────────────â”│
-    ││      │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
-    {|
-    ┌──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────â”
-    │[6]: r5x7x6 shape 0:5|2:6->1:7                                                                                                                                                                                            │
-    │┌──────┬─────────────────────────────────────────┬─────────────────────────────────────────┬─────────────────────────────────────────┬─────────────────────────────────────────┬─────────────────────────────────────────â”│
-    ││      │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
-    {|
-    ┌─────────────────────────────────────────────────────────────â”
-    │[0]: r2x4x3 shape 0:2|2:3->1:4                               │
-    │┌──────┬────────────────────────┬───────────────────────────â”│
-    ││      │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
-    {|
-    ┌────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────â”
-    │[3]: r2x3x6x7x4x5 shape 0:2,1:3|4:4,5:5->2:6,3:7                                                                                                                                                │
-    │┌──────┬─────────────────────────────────────────────┬─────────────────────────────────────────────┬─────────────────────────────────────────────┬─────────────────────────────────────────────â”│
-    ││0 @ 1 │0 @ 4                                        │1 @ 4                                        │2 @ 4                                        │3 @ 4                                        ││
-    ││      │axis 5                                       │axis 5                                       │axis 5                                       │axis 5                                       ││
-    │├──────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┤│
...TRUNCATED BY DUNE...
@@ -1188,32 +845,10 @@ let%expect_test "einsum broadcast or sum out prefix axes" =
Train.forward_and_forget backend ctx f;
Tensor.print ~with_code:false ~with_grad:false `Default @@ d;
[%expect
-    {|
-    ┌─────────────────────────â”
-    │[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
-    {|
-    ┌───────────────────────────────────────â”
-    │[4]: r3x4 shape 1:4->0:3               │
-    │┌──────┬──────────────────────────────â”│
-    ││      │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
-    {|
-    ┌─────────────────────────────────────────────────────────────â”
-    │[0]: r2x4x3 shape 0:2|2:3->1:4                               │
-    │┌──────┬────────────────────────┬───────────────────────────â”│
-    ││      │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
-    {|
-    ┌─────────────────────────────────────────────────────────────â”
-    │[0]: r2x4x3 shape 0:2|2:3->1:4                               │
-    │┌──────┬────────────────────────┬───────────────────────────â”│
-    ││      │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
-    {|
-    ┌─────────────────────────â”
-    │[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
-    {|
-    ┌───────────────────────────────────────────────────────────────────────────────────────────────────────────â”
-    │[0]: r3x2x4 shape 0:3|2:4->1:2                                                                             │
-    │┌──────┬────────────────────────┬────────────────────────────────────┬────────────────────────────────────â”│
-    ││      │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
-    {|
-    ┌────────────────────────────────â”
-    │[1]: r3x4x1 shape 0:3|2:1->1:4  │
-    │┌──────┬──────┬──────┬─────────â”│
-    ││      │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
{|
-    ┌────────────────────────────────â”
-    │[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 │     │
-    │└──────┴──────────────────┘     │
-    └────────────────────────────────┘
+    ┌───────────────────────────────────────â”
+    │[9]: ;=>+ shape 0:4,1:5,2:6,3:3        │
+    │┌──────┬─────────────────────────────┠│
+    ││0 @ 0 │axis 3                       │ │
+    │├──────┼─────────────────────────────┤ │
+    ││0 @ 1 │ 2.56e+11  1.81e+22  1.67e+3 │ │
+    ││axis 2│ 1.47e+3   1.74e+25  1.67e+3 │ │
+    ││      │ ...       ...       ...     │ │
+    ││      │ 1.47e+3   1.73e+2   1.67e+3 │ │
+    ││      │ 1.47e+3   1.73e+2   1.67e+3 │ │
+    │├──────┼─────────────────────────────┤ │
+    ││1 @ 1 │ 2.56e+11  1.81e+22  2.07e+3 │ │
+    ││axis 2│ 1.81e+3   1.74e+25  2.07e+3 │ │
+    ││      │ ...       ...       ...     │ │
+    ││      │ 1.81e+3   1.74e+2   2.07e+3 │ │
+    ││      │ 1.81e+3   1.74e+2   2.07e+3 │ │
+    │├──────┼─────────────────────────────┤ │
+    ││2 @ 1 │ 2.56e+11  1.81e+22  2.47e+3 │ │
+    ││axis 2│ 2.14e+3   1.74e+25  2.47e+3 │ │
+    ││      │ ...       ...       ...     │ │
+    ││      │ 2.14e+3   1.75e+2   2.47e+3 │ │
+    ││      │ 2.14e+3   1.75e+2   2.47e+3 │ │
+    │├──────┼─────────────────────────────┤ │
+    ││3 @ 1 │ 2.56e+11  1.81e+22  2.87e+3 │ │
+    ││axis 2│ 2.48e+3   1.74e+25  2.87e+3 │ │
+    ││      │ ...       ...       ...     │ │
+    ││      │ 2.48e+3   1.76e+2   2.87e+3 │ │
+    ││      │ 2.48e+3   1.76e+2   2.87e+3 │ │
+    │├──────┼─────────────────────────────┤ │
+    ││4 @ 1 │ 2.56e+11  1.81e+22  3.27e+3 │ │
+    ││axis 2│ 2.82e+3   1.74e+25  3.27e+3 │ │
+    ││      │ ...       ...       ...     │ │
+    ││      │ 2.82e+3   1.77e+2   3.27e+3 │ │
+    ││      │ 2.82e+3   1.77e+2   3.27e+3 │ │
+    │└──────┴─────────────────────────────┘ │
+    ├───────────────────────────────────────┤
+    │┌──────┬──────────────────────────────â”│
+    ││1 @ 0 │axis 3                        ││
+    │├──────┼──────────────────────────────┤│
+    ││0 @ 1 │ 2.56e+11  1.81e+22  3.48e+15 ││
+    ││axis 2│ 1.47e+3   1.74e+25  3.48e+15 ││
+    ││      │ ...       ...       ...      ││
+    ││      │ 1.47e+3   3.42e+3   3.48e+15 ││
+    ││      │ 1.47e+3   3.42e+3   3.48e+15 ││
+    │├──────┼──────────────────────────────┤│
+    ││1 @ 1 │ 2.56e+11  1.81e+22  3.48e+15 ││
+    ││axis 2│ 1.81e+3   1.74e+25  3.48e+15 ││
+    ││      │ ...       ...       ...      ││
+    ││      │ 1.81e+3   3.43e+3   3.48e+15 ││
+    ││      │ 1.81e+3   3.43e+3   3.48e+15 ││
+    │├──────┼──────────────────────────────┤│
+    ││2 @ 1 │ 2.56e+11  1.81e+22  3.48e+15 ││
+    ││axis 2│ 2.14e+3   1.74e+25  3.48e+15 ││
+    ││      │ ...       ...       ...      ││
+    ││      │ 2.14e+3   3.43e+3   3.48e+15 ││
+    ││      │ 2.14e+3   3.43e+3   3.48e+15 ││
+    │├──────┼──────────────────────────────┤│
+    ││3 @ 1 │ 2.56e+11  1.81e+22  3.48e+15 ││
+    ││axis 2│ 2.48e+3   1.74e+25  3.48e+15 ││
+    ││      │ ...       ...       ...      ││
+    ││      │ 2.48e+3   3.43e+3   3.48e+15 ││
+    ││      │ 2.48e+3   3.43e+3   3.48e+15 ││
+    │├──────┼──────────────────────────────┤│
+    ││4 @ 1 │ 2.56e+11  1.81e+22  3.48e+15 ││
+    ││axis 2│ 2.82e+3   1.74e+25  3.48e+15 ││
+    ││      │ ...       ...       ...      ││
+    ││      │ 2.82e+3   3.43e+3   3.48e+15 ││
+    ││      │ 2.82e+3   3.43e+3   3.48e+15 ││
+    │└──────┴──────────────────────────────┘│
+    ├───────────────────────────────────────┤
+    │┌──────┬─────────────────────────────┠│
+    ││2 @ 0 │axis 3                       │ │
+    │├──────┼─────────────────────────────┤ │
+    ││0 @ 1 │ 2.56e+11  1.81e+22  3.35e+7 │ │
+    ││axis 2│ 1.47e+3   1.74e+25  3.35e+7 │ │
+    ││      │ ...       ...       ...     │ │
+    ││      │ 1.47e+3   5.15e+4   3.35e+7 │ │
+    ││      │ 1.47e+3   5.15e+4   3.35e+7 │ │
+    │├──────┼─────────────────────────────┤ │
+    ││1 @ 1 │ 2.56e+11  1.81e+22  3.35e+7 │ │
+    ││axis 2│ 1.81e+3   1.74e+25  3.35e+7 │ │
+    ││      │ ...       ...       ...     │ │
+    ││      │ 1.81e+3   5.15e+4   3.35e+7 │ │
+    ││      │ 1.81e+3   5.15e+4   3.35e+7 │ │
+    │├──────┼─────────────────────────────┤ │
+    ││2 @ 1 │ 2.56e+11  1.81e+22  3.35e+7 │ │
+    ││axis 2│ 2.15e+3   1.74e+25  3.35e+7 │ │
+    ││      │ ...       ...       ...     │ │
+    ││      │ 2.15e+3   5.15e+4   3.35e+7 │ │
+    ││      │ 2.15e+3   5.15e+4   3.35e+7 │ │
+    │├──────┼─────────────────────────────┤ │
+    ││3 @ 1 │ 2.56e+11  1.81e+22  3.35e+7 │ │
+    ││axis 2│ 2.48e+3   1.74e+25  3.35e+7 │ │
+    ││      │ ...       ...       ...     │ │
+    ││      │ 2.48e+3   5.15e+4   3.35e+7 │ │
+    ││      │ 2.48e+3   5.15e+4   3.35e+7 │ │
+    │├──────┼─────────────────────────────┤ │
+    ││4 @ 1 │ 2.56e+11  1.81e+22  3.35e+7 │ │
+    ││axis 2│ 2.82e+3   1.74e+25  3.35e+7 │ │
+    ││      │ ...       ...       ...     │ │
+    ││      │ 2.82e+3   5.15e+4   3.35e+7 │ │
+    ││      │ 2.82e+3   5.15e+4   3.35e+7 │ │
+    │└──────┴─────────────────────────────┘ │
+    ├───────────────────────────────────────┤
+    │┌──────┬─────────────────────────────┠│
+    ││3 @ 0 │axis 3                       │ │
+    │├──────┼─────────────────────────────┤ │
+    ││0 @ 1 │ 2.56e+11  1.81e+22  1.91e+3 │ │
+    ││axis 2│ 1.47e+3   1.74e+25  1.91e+3 │ │
+    ││      │ ...       ...       ...     │ │
+    ││      │ 1.47e+3   2.20e+2   1.91e+3 │ │
+    ││      │ 1.47e+3   2.20e+2   1.91e+3 │ │
+    │├──────┼─────────────────────────────┤ │
+    ││1 @ 1 │ 2.56e+11  1.81e+22  2.31e+3 │ │
+    ││axis 2│ 1.81e+3   1.74e+25  2.31e+3 │ │
+    ││      │ ...       ...       ...     │ │
+    ││      │ 1.81e+3   2.21e+2   2.31e+3 │ │
+    ││      │ 1.81e+3   2.21e+2   2.31e+3 │ │
+    │├──────┼─────────────────────────────┤ │
+    ││2 @ 1 │ 2.56e+11  1.81e+22  2.71e+3 │ │
+    ││axis 2│ 2.15e+3   1.74e+25  2.71e+3 │ │
+    ││      │ ...       ...       ...     │ │
+    ││      │ 2.15e+3   2.22e+2   2.71e+3 │ │
+    ││      │ 2.15e+3   2.22e+2   2.71e+3 │ │
+    │├──────┼─────────────────────────────┤ │
+    ││3 @ 1 │ 2.56e+11  1.81e+22  3.11e+3 │ │
+    ││axis 2│ 2.48e+3   1.74e+25  3.11e+3 │ │
+    ││      │ ...       ...       ...     │ │
+    ││      │ 2.48e+3   2.23e+2   3.11e+3 │ │
+    ││      │ 2.48e+3   2.23e+2   3.11e+3 │ │
+    │├──────┼─────────────────────────────┤ │
+    ││4 @ 1 │ 2.56e+11  1.81e+22  3.51e+3 │ │
+    ││axis 2│ 2.82e+3   1.74e+25  3.51e+3 │ │
+    ││      │ ...       ...       ...     │ │
+    ││      │ 2.82e+3   2.24e+2   3.51e+3 │ │
+    ││      │ 2.82e+3   2.24e+2   3.51e+3 │ │
+    │└──────┴─────────────────────────────┘ │
+    └───────────────────────────────────────┘
|}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ ti;
[%expect
{|
-    ┌───────────────────────────â”
-    │[1]: =>_ti shape 0:4,1:3   │
-    │┌──────┬──────────────────â”│
-    ││      │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 ││
-    │└──────┴──────────────────┘│
-    └───────────────────────────┘
+    ┌──────────────────────────────────â”
+    │[1]: =>_ti shape 0:4,1:3          │
+    │┌──────┬─────────────────────────â”│
+    ││      │axis 1                   ││
+    │├──────┼─────────────────────────┤│
+    ││axis 0│ 0.00  1.73e+2  1.21e+1  ││
+    ││      │ 1.00  3.42e+3  3.48e+15 ││
+    ││      │ 2.00  5.15e+4  3.35e+7  ││
+    ││      │ 3.00  2.20e+2  2.53e+2  ││
+    │└──────┴─────────────────────────┘│
+    └──────────────────────────────────┘
|}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ tk;
[%expect
{|
-    ┌───────────────────────────â”
-    │[7]: =>_tk shape 0:6,1:3   │
-    │┌──────┬──────────────────â”│
-    ││      │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 ││
-    │└──────┴──────────────────┘│
-    └───────────────────────────┘
+    ┌───────────────────────────────────â”
+    │[7]: =>_tk shape 0:6,1:3           │
+    │┌──────┬──────────────────────────â”│
+    ││      │axis 1                    ││
+    │├──────┼──────────────────────────┤│
+    ││axis 0│ 2.56e+11  1.81e+22  0.00 ││
+    ││      │ 1.46e-19  1.74e+25  1.00 ││
+    ││      │ ...       ...       ...  ││
+    ││      │ 9.76e-7   2.22e-41  4.00 ││
+    ││      │ 2.22e-41  9.82e-7   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
-    {|
-    ┌───────────────────────────────────────────────────────────────────────────────────────────────────────────â”
-    │[0]: r3x2x4_a shape 0:3|2:4->1:2                                                                           │
-    │┌──────┬────────────────────────┬────────────────────────────────────┬────────────────────────────────────â”│
-    ││      │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
-    {|
-    ┌────────────────────────────────────────────────────────────────â”
-    │[1]: r3x4x2x3_b shape 0:3|2:2,3:3->1:4                          │
-    │┌──────┬───────────────────────────┬───────────────────────────â”│
-    ││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 ││
-    │└──────┴───────────────────────────┴───────────────────────────┘│
-    ├────────────────────────────────────────────────────────────────┤
-    │┌──────┬───────────────────────────┬───────────────────────────â”│
-    ││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 ││
-    │└──────┴───────────────────────────┴───────────────────────────┘│
-    ├────────────────────────────────────────────────────────────────┤
-    │┌──────┬───────────────────────────┬───────────────────────────â”│
-    ││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
-    {|
-    ┌───────────────────────────â”
-    │[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
-    {|
-    ┌───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────â”
-    │[1]: r2x2x3x4_b shape 1:2,2:3,3:4->0:2                                                                                 │
-    │┌──────┬────────────────────────────────────┬────────────────────────────────────┬────────────────────────────────────â”│
-    ││      │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
{|
File "test/hello_world_op.ml", line 1, characters 0-0:
/usr/local/bin/git --no-pager diff --no-index --color=always -u _build/default/test/hello_world_op.ml _build/.sandbox/61eb5b144afc2c9d89b0cf0e0a913621/default/test/hello_world_op.ml.corrected
diff --git a/_build/default/test/hello_world_op.ml b/_build/.sandbox/61eb5b144afc2c9d89b0cf0e0a913621/default/test/hello_world_op.ml.corrected
index 6407bb4..07c1eef 100644
--- a/_build/default/test/hello_world_op.ml
+++ b/_build/.sandbox/61eb5b144afc2c9d89b0cf0e0a913621/default/test/hello_world_op.ml.corrected
@@ -36,11 +36,11 @@ let%expect_test "Pointwise multiplication dims 1" =
{|
┌────────────────────â”
│[3]: *._y shape 0:1 │
-    │┌┬─────────┠       │
-    │││axis 0   │        │
-    │├┼─────────┤        │
-    │││ 1.40e+1 │        │
-    │└┴─────────┘        │
+    │┌┬──────────┠      │
+    │││axis 0    │       │
+    │├┼──────────┤       │
+    │││ 1.84e-38 │       │
+    │└┴──────────┘       │
└────────────────────┘
|}]


@@ -67,11 +67,11 @@ let%expect_test "Matrix multiplication dims 1x1" =
{|
┌────────────────────────â”
│[0]: hey shape 1:1->0:1 │
-    │┌──────┬──────┠        │
-    ││      │axis 1│         │
-    │├──────┼──────┤         │
-    ││axis 0│ 7.00 │         │
-    │└──────┴──────┘         │
+    │┌──────┬──────────┠    │
+    ││      │axis 1    │     │
+    │├──────┼──────────┤     │
+    ││axis 0│ 1.84e-38 │     │
+    │└──────┴──────────┘     │
└────────────────────────┘
|}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ y;
@@ -79,11 +79,11 @@ let%expect_test "Matrix multiplication dims 1x1" =
{|
┌───────────────────â”
│[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]: c2x3_hey shape 1:3->0:2  [
1.00 , 2.00 , 3.00
;  4.00 , 5.00 , 6.00
]
@@ -116,22 +116,22 @@ let%expect_test "Print constant tensor" =
Tensor.print ~with_code:false ~with_grad:false `Default @@ hey;
[%expect
{|
-    ┌────────────────────────────────────────────────────────────────────────â”
-    │[0]: [  1.00 , 2.00 , 3.00  ;  4.00 , 5.00 , 6.00  ]_hey shape 1:3->0:2 │
-    │┌──────┬──────────────────┠                                            │
-    ││      │axis 1            │                                             │
-    │├──────┼──────────────────┤                                             │
-    ││axis 0│ 1.00  2.00  3.00 │                                             │
-    ││      │ 4.00  5.00  6.00 │                                             │
-    │└──────┴──────────────────┘                                             │
-    └────────────────────────────────────────────────────────────────────────┘
+    ┌─────────────────────────────â”
+    │[0]: c2x3_hey shape 1:3->0:2 │
+    │┌──────┬──────────────────┠ │
+    ││      │axis 1            │  │
+    │├──────┼──────────────────┤  │
+    ││axis 0│ 1.00  2.00  3.00 │  │
+    ││      │ 4.00  5.00  6.00 │  │
+    │└──────┴──────────────────┘  │
+    └─────────────────────────────┘
|}];
let%op hoo = [| [ 1; 2; 3 ]; [ 4; 5; 6 ] |] in
Train.forward_and_forget backend ctx hoo;
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
{|
-    ┌─────────────────────────────────────────────────────────────────────────────â”
-    │[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 │                                                  │
-    │└──────┴──────────────────┘                                                  │
-    └─────────────────────────────────────────────────────────────────────────────┘
+    ┌────────────────────────────â”
+    │[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
{|
-    ┌────────────────────────â”
-    │[0]: hey shape 1:2->0:3 │
-    │┌──────┬────────────┠  │
-    ││      │axis 1      │   │
-    │├──────┼────────────┤   │
-    ││axis 0│ 7.00  7.00 │   │
-    ││      │ 7.00  7.00 │   │
-    ││      │ 7.00  7.00 │   │
-    │└──────┴────────────┘   │
-    └────────────────────────┘
+    ┌─────────────────────────────────────â”
+    │[0]: hey shape 1:2->0:3  includes NaN│
+    │┌──────┬────────────────────┠       │
+    ││      │axis 1              │        │
+    │├──────┼────────────────────┤        │
+    ││axis 0│ 2.80e-45  5.60e-45 │        │
+    ││      │ nan       3.78e-43 │        │
+    ││      │ 4.91e-17  1.12e-44 │        │
+    │└──────┴────────────────────┘        │
+    └─────────────────────────────────────┘
|}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ y;
[%expect
{|
-    ┌──────────────────────────────â”
-    │[6]: +_y shape 0:3            │
-    │┌┬───────────────────────────â”│
-    │││axis 0                     ││
-    │├┼───────────────────────────┤│
-    │││ 3.90e+1  4.00e+1  4.10e+1 ││
-    │└┴───────────────────────────┘│
-    └──────────────────────────────┘
+    ┌────────────────────────────────â”
+    │[6]: +_y shape 0:3  includes NaN│
+    │┌┬─────────────────┠           │
+    │││axis 0           │            │
+    │├┼─────────────────┤            │
+    │││ 4.00  nan  6.00 │            │
+    │└┴─────────────────┘            │
+    └────────────────────────────────┘
|}]


let%expect_test "Big matrix" =
@@ -515,71 +515,38 @@ let%expect_test "Big matrix" =
let y = TDSL.O.((hey * zero_to_twenty) + zero_to_twenty) in
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  <virtual> |}];
+  Tensor.print ~with_code:false ~with_grad:false `Default zero_to_twenty;
+  [%expect
+    {| [2]: 0...20 shape 0:21  <virtual> |}];
+  Tensor.print ~with_code:false ~with_grad:false `Default hey;
[%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
-    ]
+    ┌──────────────────────────────────────â”
+    │[0]: hey shape 1:21->0:21             │
+    │┌──────┬─────────────────────────────â”│
+    ││      │axis 1                       ││
+    │├──────┼─────────────────────────────┤│
+    ││axis 0│ 0.00  0.00  ...  0.00  0.00 ││
+    ││      │ 0.00  0.00  ...  0.00  0.00 ││
+    ││      │ ...   ...   ...  ...   ...  ││
+    ││      │ 0.00  0.00  ...  0.00  0.00 ││
+    ││      │ 0.00  0.00  ...  0.00  0.00 ││
+    │└──────┴─────────────────────────────┘│
+    └──────────────────────────────────────┘
|}];
-  Tensor.print ~with_code:false ~with_grad:false `Default zero_to_twenty;
+  Tensor.print ~with_code:false ~with_grad:false `Default y;
[%expect
{|
┌──────────────────────────────────────â”
-    │[2]: 0...20 shape 0:21                │
+    │[5]: + shape 0:21                     │
│┌┬───────────────────────────────────â”│
│││axis 0                             ││
│├┼───────────────────────────────────┤│
│││ 0.00  1.00  ...  1.90e+1  2.00e+1 ││
│└┴───────────────────────────────────┘│
└──────────────────────────────────────┘
-    |}];
-  Tensor.print ~with_code:false ~with_grad:false `Default hey;
-  [%expect
-    {|
-    ┌──────────────────────────────────────────────────â”
-    │[0]: hey shape 1:21->0:21                         │
-    │┌──────┬─────────────────────────────────────────â”│
-    ││      │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 ││
-    │└──────┴─────────────────────────────────────────┘│
-    └──────────────────────────────────────────────────┘
-    |}];
-  Tensor.print ~with_code:false ~with_grad:false `Default y;
-  [%expect
-    {|
-    ┌────────────────────────────────────────────â”
-    │[5]: + shape 0:21                           │
-    │┌┬─────────────────────────────────────────â”│
-    │││axis 0                                   ││
-    │├┼─────────────────────────────────────────┤│
-    │││ 1.05e+2  1.06e+2  ...  1.24e+2  1.25e+2 ││
-    │└┴─────────────────────────────────────────┘│
-    └────────────────────────────────────────────┘
|}]


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
-    {|
-    ┌───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────â”
-    │[0]: r6x10x11x7x8x9 shape 0:6|3:7,4:8,5:9->1:10,2:11                                                                                                                                   │
-    │┌──────┬─────────────────────────────────────────┬─────────────────────────────────────────┬──────┬─────────────────────────────────────────┬─────────────────────────────────────────â”│
-    ││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    │ 900     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 ││
-    │└──────┴─────────────────────────────────────────┴─────────────────────────────────────────┴──────┴─────────────────────────────────────────┴─────────────────────────────────────────┘│
-    ├───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┤
-    │┌──────┬─────────────────────────────────────────┬─────────────────────────────────────────┬──────┬─────────────────────────────────────────┬─────────────────────────────────────────â”│
-    ││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 ││
-    │└──────┴─────────────────────────────────────────┴─────────────────────────────────────────┴──────┴─────────────────────────────────────────┴─────────────────────────────────────────┘│
-    ├───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┤
-    │ ...                                                                                                                                                                                   │
-    ├───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┤
-    │┌──────┬─────────────────────────────────────────┬─────────────────────────────────────────┬──────┬─────────────────────────────────────────┬─────────────────────────────────────────â”│
-    ││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 ││
-    │└──────┴─────────────────────────────────────────┴─────────────────────────────────────────┴──────┴─────────────────────────────────────────┴─────────────────────────────────────────┘│
-    ├───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┤
-    │┌──────┬─────────────────────────────────────────┬─────────────────────────────────────────┬──────┬─────────────────────────────────────────┬─────────────────────────────────────────â”│
-    ││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/moons_demo_parallel.ml", line 1, characters 0-0:
/usr/local/bin/git --no-pager diff --no-index --color=always -u _build/default/test/moons_demo_parallel.ml _build/.sandbox/61eb5b144afc2c9d89b0cf0e0a913621/default/test/moons_demo_parallel.ml.corrected
diff --git a/_build/default/test/moons_demo_parallel.ml b/_build/.sandbox/61eb5b144afc2c9d89b0cf0e0a913621/default/test/moons_demo_parallel.ml.corrected
index e0e4f52..7b37b81 100644
--- a/_build/default/test/moons_demo_parallel.ml
+++ b/_build/.sandbox/61eb5b144afc2c9d89b0cf0e0a913621/default/test/moons_demo_parallel.ml.corrected
@@ -97,4 +97,140 @@ let%expect_test "Half-moons data parallel" =
]
in
PrintBox_text.output Stdio.stdout plot_loss);
-  [%expect "Success"]
+  [%expect " 
+ Half-moons scatterplot and decision boundary:
+ \226\148\140\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\144
+ \226\148\130***********************************#****************************************************************\226\148\130
+ \226\148\130***********************#*#################*#********************************************************\226\148\130
+ \226\148\130**********************##########################****************************************************\226\148\130
+ \226\148\130*****************#################################**************************************************\226\148\130
+ \226\148\130**************######################################************************************************\226\148\130
+ \226\148\130*************#########################################**********************************************\226\148\130
+ \226\148\130***********################*************#################*******************************************\226\148\130
+ \226\148\130**********##############*******************###############******************************************\226\148\130
+ \226\148\130********##############**************************###########*****************************************\226\148\130
+ \226\148\130*******#############****************************##*##########***************************************\226\148\130
+ \226\148\130******###########**********************************############*************************************\226\148\130
+ \226\148\130*****###########************************************###########*************************************\226\148\130
+ \226\148\130****##########*********************%*****************###########************************************\226\148\130
+ \226\148\130***#########*#*******************%%%%*****************#########******************************%%%*%%*\226\148\130
+ \226\148\130***##########******************%%%*%%*******************########*#***************************%%*%%%*\226\148\130
+ \226\148\130**#######**********************%%%%%%%******************##########***************************%%%%%%%\226\148\130
+ \226\148\130*#########********************%%%%%%%%********************########***************************%%%%%%*\226\148\130
+ \226\148\130*########**********************%%%%%%%*********************########**************************%%%%%%*\226\148\130
+ \226\148\130#########*********************%%*%%%%%**********************########************************%%%%%%%*\226\148\130
+ \226\148\130*#######***********************%%%%%%%%********************#########************************%%%%%%%*\226\148\130
+ \226\148\130########***********************%%%%%%%%*********************########***********************%%%%%%%%*\226\148\130
+ \226\148\130#######*************************%%%%%%%**********************#######***********************%%%%%%%%*\226\148\130
+ \226\148\130#######*************************%%%%%%%%**********************#######*********************%%%%%%%%**\226\148\130
+ \226\148\130#######*************************%%%%%%%%*********************#######*********************%%%%%%%%%**\226\148\130
+ \226\148\130######****************************%%%%%%%%*******************#######********************%%%%%%%%%***\226\148\130
+ \226\148\130######***************************%%%%%%%%********************########******************%%%%%%%%%%***\226\148\130
+ \226\148\130######****************************%%%%%%%%%******************#######******************%*%%%%%%%%****\226\148\130
+ \226\148\130###*#*****************************%*%%%%%%%%%*****************#*#*##******************%%*%%%%%%%****\226\148\130
+ \226\148\130************************************%%%%%%%%%***************************************%%%%%%%%%%%*****\226\148\130
+ \226\148\130**************************************%%%%%%%*%*************************************%%%%%%%%%%%*****\226\148\130
+ \226\148\130*************************************%%%%%%%%%%%*********************************%%%%%%%%%%%%*******\226\148\130
+ \226\148\130**************************************%%*%%%%%%%%*******************************%%%%%%%%%%%*********\226\148\130
+ \226\148\130****************************************%%%%%%%%%%%%************************%**%%%%%%%%%%%%*********\226\148\130
+ \226\148\130****************************************%%%%%%%%%%%%%%*%********************%%%%%%%%%%%%%***********\226\148\130
+ \226\148\130******************************************%%%%%%%%%%%%%%%%%**************%%%%%%%%%%%%%%%************\226\148\130
+ \226\148\130********************************************%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%***************\226\148\130
+ \226\148\130************************************************%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%*%**%**************\226\148\130
+ \226\148\130************************************************%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%*%******************\226\148\130
+ \226\148\130**************************************************%%%%%%%%%%%%%%%%%%%%%%%%%%%%*%********************\226\148\130
+ \226\148\130*****************************************************%%*%**%%%%%%%%%%%%%%%**************************\226\148\130
+ \226\148\148\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\152
+ Batch Log-loss:
+ \226\148\140\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\172\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\144
+ \226\148\130 1.46e+2 \226\148\130     -                                                                                              \226\148\130
+ \226\148\130         \226\148\130                                                                                                    \226\148\130
+ \226\148\130         \226\148\130                                                                                                    \226\148\130
+ \226\148\130         \226\148\130                                                                                                    \226\148\130
+ \226\148\130         \226\148\130  -                                                                                                 \226\148\130
+ \226\148\130         \226\148\130                                                                                                    \226\148\130
+ \226\148\130         \226\148\130                                                                                                    \226\148\130
+ \226\148\130         \226\148\130                                                                                                    \226\148\130
+ \226\148\130         \226\148\130                                                                                                    \226\148\130
+ \226\148\130         \226\148\130                                                                                                    \226\148\130
+ \226\148\130         \226\148\130                                                                                                    \226\148\130
+ \226\148\130         \226\148\130                                                                                                    \226\148\130
+ \226\148\130         \226\148\130                                                                                                    \226\148\130
+ \226\148\130b        \226\148\130                                                                                                    \226\148\130
+ \226\148\130a        \226\148\130                                                                                                    \226\148\130
+ \226\148\130t        \226\148\130                                                                                                    \226\148\130
+ \226\148\130c        \226\148\130                                                                                                    \226\148\130
+ \226\148\130h        \226\148\130                                                                                                    \226\148\130
+ \226\148\130         \226\148\130                                                                                                    \226\148\130
+ \226\148\130l        \226\148\130                                                                                                    \226\148\130
+ \226\148\130o        \226\148\130                                                                                                    \226\148\130
+ \226\148\130g        \226\148\130                                                                                                    \226\148\130
+ \226\148\130         \226\148\130                                                                                                    \226\148\130
+ \226\148\130l        \226\148\130                                                                                                    \226\148\130
+ \226\148\130o        \226\148\130                                                                                                    \226\148\130
+ \226\148\130s        \226\148\130                                                                                                    \226\148\130
+ \226\148\130s        \226\148\130                                                                                                    \226\148\130
+ \226\148\130         \226\148\130                                                                                                    \226\148\130
+ \226\148\130         \226\148\130                                                                                                    \226\148\130
+ \226\148\130         \226\148\130                                                                                                    \226\148\130
+ \226\148\130         \226\148\130                                                                                                    \226\148\130
+ \226\148\130         \226\148\130  -  ------------------------------------ ---- ---- ---- ---- ---- ---- ---- ---- ---- ---  ---  ---\226\148\130
+ \226\148\130         \226\148\130       -    -   --   --   --   --   --   --  ---  ---  ---  ---  ---  ---  ---  ---  ---  ---  ---  \226\148\130
+ \226\148\130         \226\148\130                                                    -                                  -            \226\148\130
+ \226\148\130         \226\148\130                                                                                                    \226\148\130
+ \226\148\130         \226\148\130                                                                                                    \226\148\130
+ \226\148\130         \226\148\130                                                                                                    \226\148\130
+ \226\148\130         \226\148\130                                                                                                    \226\148\130
+ \226\148\130         \226\148\130                                                                                                    \226\148\130
+ \226\148\130 -1.04e+1\226\148\130-----                                                    -    -         -         -         -    -  \226\148\130
+ \226\148\156\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\188\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\164
+ \226\148\130         \226\148\1300.00                                                                                         4.39e+2\226\148\130
+ \226\148\130         \226\148\130                                                step                                                \226\148\130
+ \226\148\148\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\180\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\152
+ Epoch Log-loss:
+ \226\148\140\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\172\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\144
+ \226\148\130 1.46e+2\226\148\130     -                                                                                              \226\148\130
+ \226\148\130        \226\148\130                                                                                                    \226\148\130
+ \226\148\130        \226\148\130                                                                                                    \226\148\130
+ \226\148\130        \226\148\130                                                                                                    \226\148\130
+ \226\148\130        \226\148\130                                                                                                    \226\148\130
+ \226\148\130        \226\148\130-                                                                                                   \226\148\130
+ \226\148\130        \226\148\130                                                                                                    \226\148\130
+ \226\148\130        \226\148\130                                                                                                    \226\148\130
+ \226\148\130        \226\148\130                                                                                                    \226\148\130
+ \226\148\130        \226\148\130                                                                                                    \226\148\130
+ \226\148\130        \226\148\130                                                                                                    \226\148\130
+ \226\148\130        \226\148\130                                                                                                    \226\148\130
+ \226\148\130        \226\148\130                                                                                                    \226\148\130
+ \226\148\130e       \226\148\130                                                                                                    \226\148\130
+ \226\148\130p       \226\148\130                                                                                                    \226\148\130
+ \226\148\130o       \226\148\130                                                                                                    \226\148\130
+ \226\148\130c       \226\148\130                                                                                                    \226\148\130
+ \226\148\130h       \226\148\130                                                                                                    \226\148\130
+ \226\148\130        \226\148\130                                                                                                    \226\148\130
+ \226\148\130l       \226\148\130                                                                                                    \226\148\130
+ \226\148\130o       \226\148\130                                                                                                    \226\148\130
+ \226\148\130g       \226\148\130                                                                                                    \226\148\130
+ \226\148\130        \226\148\130                                                                                                    \226\148\130
+ \226\148\130l       \226\148\130                                                                                                    \226\148\130
+ \226\148\130o       \226\148\130                                                                                                    \226\148\130
+ \226\148\130s       \226\148\130                                                                                                    \226\148\130
+ \226\148\130s       \226\148\130                                                                                                    \226\148\130
+ \226\148\130        \226\148\130                                                                                                    \226\148\130
+ \226\148\130        \226\148\130                                                                                                    \226\148\130
+ \226\148\130        \226\148\130                                                                                                    \226\148\130
+ \226\148\130        \226\148\130                                                                                                    \226\148\130
+ \226\148\130        \226\148\130                                                                                                    \226\148\130
+ \226\148\130        \226\148\130                                                                                                    \226\148\130
+ \226\148\130        \226\148\130                                                                                                    \226\148\130
+ \226\148\130        \226\148\130                                                                                                    \226\148\130
+ \226\148\130        \226\148\130                                                                                                    \226\148\130
+ \226\148\130        \226\148\130                                                                                                    \226\148\130
+ \226\148\130        \226\148\130                                                                                                    \226\148\130
+ \226\148\130        \226\148\130                                                                                                    \226\148\130
+ \226\148\130 2.57e+1\226\148\130          -    -    -    -    -    -    -    -    -    -    -    -    -    -    -    -    -    -    \226\148\130
+ \226\148\156\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\188\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\164
+ \226\148\130        \226\148\1300.00                                                                                         1.90e+1\226\148\130
+ \226\148\130        \226\148\130                                                step                                                \226\148\130
+ \226\148\148\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\180\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\152
+ "]
jail: /usr/bin/su -l opam -c cd '/src' && env OCAMLCI='true' CI='true' 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.0.8.0 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' OPAMCOLOR='always' CLICOLOR_FORCE='1' '/usr/bin/env' 'bash' '-c' 'opam exec -- dune build @install @check @runtest && rm -rf _build': failed
"jail" "-c" "name=obuilder_11788_117448" "mount.devfs" "path=/obuilder/result/0bf7067e614e3149d9a84bff352b606c0b8a1888306977aa04a1e485df34ce18/rootfs" "vnet" "exec.start=/sbin/ifconfig lo0 127.0.0.1/8" "command=/usr/bin/su" "-l" "opam" "-c" "cd '/src' && env OCAMLCI='true' CI='true' 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.0.8.0 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' OPAMCOLOR='always' CLICOLOR_FORCE='1' '/usr/bin/env' 'bash' '-c' 'opam exec -- dune build @install @check @runtest && rm -rf _build'" failed with exit status 1
2025-07-06 11:28.02: Job failed: Failed: Build failed