Organisationsahrefsocannl45cd1e ()ubuntu-25.04-5.3_opam-2.4

ubuntu-25.04-5.3_opam-2.4

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2025-08-14 09:14.12: New job: test ahrefs/ocannl https://github.com/ahrefs/ocannl.git#refs/heads/master (45cd1e0995de26f6b4d72eb42fe5f7c58b46eaaa) (linux-x86_64:ubuntu-25.04-5.3_opam-2.4)
Base: ocaml/opam:ubuntu-25.04-ocaml-5.3@sha256:124a52160e4ea699e59a91d7f5e2e8443befd060c18b27eb6007f855adc30d93
Opam project build


To reproduce locally:


git clone --recursive "https://github.com/ahrefs/ocannl.git" -b "master" && cd "ocannl" && git reset --hard 45cd1e09
cat > Dockerfile <<'END-OF-DOCKERFILE'
FROM ocaml/opam:ubuntu-25.04-ocaml-5.3@sha256:124a52160e4ea699e59a91d7f5e2e8443befd060c18b27eb6007f855adc30d93
# ubuntu-25.04-5.3_opam-2.4
USER 1000:1000
ENV CLICOLOR_FORCE="1"
ENV OPAMCOLOR="always"
WORKDIR /src
RUN sudo ln -f /usr/bin/opam-2.4 /usr/bin/opam
RUN opam init --reinit -ni
RUN uname -rs && opam exec -- ocaml -version && opam --version
WORKDIR /src
RUN sudo chown opam /src
RUN cd ~/opam-repository && (git cat-file -e e77940d8ff8706305602d0d643bf01c77beef2e7 || git fetch origin master) && git reset -q --hard e77940d8ff8706305602d0d643bf01c77beef2e7 && 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 dune-private-libs.3.19.1 dune-site.3.19.1 dyn.3.19.1 fieldslib.v0.17.0 fmt.0.11.0 integers.0.7.0 jane-street-headers.v0.17.0 jst-config.v0.17.0 logs.0.9.0 mdx.2.5.0 mtime.2.1.0 multicore-magic.2.3.1 num.1.6 ocaml.5.3.0 ocaml-base-compiler.5.3.0 ocaml-compiler.5.3.0 ocaml-compiler-libs.v0.17.0 ocaml-config.3 ocaml-options-vanilla.1 ocaml-syntax-shims.1.0.0 ocaml-version.4.0.1 ocaml_intrinsics_kernel.v0.17.1 ocamlbuild.0.16.1 ocamlfind.1.9.8 ordering.3.19.1 parsexp.v0.17.0 pp.2.0.0 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.6.1.1 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 stdune.3.19.1 thread-local-storage.0.2 time_now.v0.17.0 topkg.1.1.0 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=2.4 --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


2025-08-14 09:14.12: Using cache hint "ahrefs/ocannl-ocaml/opam:ubuntu-25.04-ocaml-5.3@sha256:124a52160e4ea699e59a91d7f5e2e8443befd060c18b27eb6007f855adc30d93-ubuntu-25.04-5.3_opam-2.4-83f2c92a8149933d384aef7c4711fb31"
2025-08-14 09:14.12: Using OBuilder spec:
((from ocaml/opam:ubuntu-25.04-ocaml-5.3@sha256:124a52160e4ea699e59a91d7f5e2e8443befd060c18b27eb6007f855adc30d93)
(comment ubuntu-25.04-5.3_opam-2.4)
(user (uid 1000) (gid 1000))
(env CLICOLOR_FORCE 1)
(env OPAMCOLOR always)
(workdir /src)
(run (shell "sudo ln -f /usr/bin/opam-2.4 /usr/bin/opam"))
(run (shell "opam init --reinit -ni"))
(run (shell "uname -rs && opam exec -- ocaml -version && opam --version"))
(workdir /src)
(run (shell "sudo chown opam /src"))
(run (cache (opam-archives (target /home/opam/.opam/download-cache)))
(network host)
(shell "cd ~/opam-repository && (git cat-file -e e77940d8ff8706305602d0d643bf01c77beef2e7 || git fetch origin master) && git reset -q --hard e77940d8ff8706305602d0d643bf01c77beef2e7 && 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 dune-private-libs.3.19.1 dune-site.3.19.1 dyn.3.19.1 fieldslib.v0.17.0 fmt.0.11.0 integers.0.7.0 jane-street-headers.v0.17.0 jst-config.v0.17.0 logs.0.9.0 mdx.2.5.0 mtime.2.1.0 multicore-magic.2.3.1 num.1.6 ocaml.5.3.0 ocaml-base-compiler.5.3.0 ocaml-compiler.5.3.0 ocaml-compiler-libs.v0.17.0 ocaml-config.3 ocaml-options-vanilla.1 ocaml-syntax-shims.1.0.0 ocaml-version.4.0.1 ocaml_intrinsics_kernel.v0.17.1 ocamlbuild.0.16.1 ocamlfind.1.9.8 ordering.3.19.1 parsexp.v0.17.0 pp.2.0.0 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.6.1.1 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 stdune.3.19.1 thread-local-storage.0.2 time_now.v0.17.0 topkg.1.1.0 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=2.4 --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"))
)


2025-08-14 09:14.12: Waiting for resource in pool OCluster
2025-08-14 09:14.12: Waiting for worker…
2025-08-14 09:14.12: Got resource from pool OCluster
Building on toxis.caelum.ci.dev
HEAD is now at 2031ff16 Slight pivot: postpone shape handling enhancements till after achieving performance
HEAD is now at 45cd1e09 Introduce a new IR variant: `Constant_bits` for int64 constants, by Claude Claude found out that the discrepancy between sync_cc and metal backends was due to metal casting a float-single to uint4x32, while pure C was casting a double. This should go away with using Constant_bits / Tensor.bits for Fetch Embed_self_id and Tensor.get_random_seed


(from ocaml/opam:ubuntu-25.04-ocaml-5.3@sha256:124a52160e4ea699e59a91d7f5e2e8443befd060c18b27eb6007f855adc30d93)
2025-08-14 09:14.13 ---> using "d30519b4acdd57742b165f681c15a599aecbfb24619a803ce0d60757b34b2167" from cache


/: (comment ubuntu-25.04-5.3_opam-2.4)


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


/: (env CLICOLOR_FORCE 1)


/: (env OPAMCOLOR always)


/: (workdir /src)


/src: (run (shell "sudo ln -f /usr/bin/opam-2.4 /usr/bin/opam"))
2025-08-14 09:14.13 ---> using "f246f4986611cfad265009a42a8a72d8438f00b872c9afcda05da64805d1beae" from cache


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


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


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


<><> Updating repositories ><><><><><><><><><><><><><><><><><><><><><><><><><><>
[default] Initialised
2025-08-14 09:14.13 ---> using "1fbf02475475c348bd88f5d066d3fe619ade5b4a8db6c274116d5ef338e91925" from cache


/src: (run (shell "uname -rs && opam exec -- ocaml -version && opam --version"))
Linux 5.15.0-134-generic
The OCaml toplevel, version 5.3.0
2.4.1
2025-08-14 09:14.13 ---> using "e907eaf9f29c835755a2fe7116a0f8cae47cfe00d485f386f422668b72dfcb60" from cache


/src: (workdir /src)


/src: (run (shell "sudo chown opam /src"))
2025-08-14 09:14.13 ---> using "03e37adb747b7c9a784a95a214bcb087341bc9513415faa991b59cd13889a2ce" from cache


/src: (run (cache (opam-archives (target /home/opam/.opam/download-cache)))
(network host)
(shell "cd ~/opam-repository && (git cat-file -e e77940d8ff8706305602d0d643bf01c77beef2e7 || git fetch origin master) && git reset -q --hard e77940d8ff8706305602d0d643bf01c77beef2e7 && git log --no-decorate -n1 --oneline && opam update -u"))
e77940d8ff Merge pull request #28255 from dbuenzli/b0-publish-fmt.0.11.0


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


Already up-to-date.
Nothing to do.
# To update the current shell environment, run: eval $(opam env)
2025-08-14 09:14.13 ---> using "afe06332cd1057d133b790851c1984a10e017e5c6e3a6323f73c83eab4303fa1" from cache


/src: (copy (src neural_nets_lib.opam arrayjit.opam) (dst ./))
2025-08-14 09:14.13 ---> using "838fde09198ce83d9a24fd3e4c861454b32c85a7a055ce6c2e024745a28b9e24" 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)
2025-08-14 09:14.13 ---> using "bc8f8c3f8527157191c9e37de4e408550ac336ed7d49b72a95c090368ddf3394" from cache


/src: (run (network host)
(shell "echo '(lang dune 3.0)' > './dune-project'"))
2025-08-14 09:14.13 ---> using "a3ea90689f887b738b1f39f36dc632ab88d397eaecdbad468a0dae7af3f8486c" 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 dune-private-libs.3.19.1 dune-site.3.19.1 dyn.3.19.1 fieldslib.v0.17.0 fmt.0.11.0 integers.0.7.0 jane-street-headers.v0.17.0 jst-config.v0.17.0 logs.0.9.0 mdx.2.5.0 mtime.2.1.0 multicore-magic.2.3.1 num.1.6 ocaml.5.3.0 ocaml-base-compiler.5.3.0 ocaml-compiler.5.3.0 ocaml-compiler-libs.v0.17.0 ocaml-config.3 ocaml-options-vanilla.1 ocaml-syntax-shims.1.0.0 ocaml-version.4.0.1 ocaml_intrinsics_kernel.v0.17.1 ocamlbuild.0.16.1 ocamlfind.1.9.8 ordering.3.19.1 parsexp.v0.17.0 pp.2.0.0 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.6.1.1 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 stdune.3.19.1 thread-local-storage.0.2 time_now.v0.17.0 topkg.1.1.0 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=2.4 --depext-only -y neural_nets_lib.dev arrayjit.dev $DEPS"))
+ /usr/bin/sudo "apt-get" "update"
- Get:1 http://security.ubuntu.com/ubuntu plucky-security InRelease [126 kB]
- Get:2 http://security.ubuntu.com/ubuntu plucky-security/restricted amd64 Packages [163 kB]
- Get:3 http://security.ubuntu.com/ubuntu plucky-security/main amd64 Packages [217 kB]
- Get:4 http://security.ubuntu.com/ubuntu plucky-security/universe amd64 Packages [133 kB]
- Hit:5 http://archive.ubuntu.com/ubuntu plucky InRelease
- Get:6 http://archive.ubuntu.com/ubuntu plucky-updates InRelease [126 kB]
- Get:7 http://archive.ubuntu.com/ubuntu plucky-backports InRelease [126 kB]
- Get:8 http://archive.ubuntu.com/ubuntu plucky-updates/universe amd64 Packages [237 kB]
- Get:9 http://archive.ubuntu.com/ubuntu plucky-updates/main amd64 Packages [334 kB]
- Get:10 http://archive.ubuntu.com/ubuntu plucky-updates/restricted amd64 Packages [181 kB]
- Fetched 1643 kB in 1s (1711 kB/s)
- Reading package lists...
- 


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


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


The following system packages will first need to be installed:
libcurl4-gnutls-dev libffi-dev pkg-config zlib1g-dev


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


+ /usr/bin/sudo "apt-get" "install" "-qq" "-yy" "libcurl4-gnutls-dev" "libffi-dev" "pkg-config" "zlib1g-dev"
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(Reading database ... 16533 files and directories currently installed.)
- Preparing to unpack .../00-comerr-dev_2.1-1.47.2-1ubuntu1_amd64.deb ...
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- Preparing to unpack .../13-libtasn1-6-dev_4.20.0-2_amd64.deb ...
- Unpacking libtasn1-6-dev:amd64 (4.20.0-2) ...
- Selecting previously unselected package libgmpxx4ldbl:amd64.
- Preparing to unpack .../14-libgmpxx4ldbl_2%3a6.3.0+dfsg-3ubuntu1_amd64.deb ...
- Unpacking libgmpxx4ldbl:amd64 (2:6.3.0+dfsg-3ubuntu1) ...
- Selecting previously unselected package libgmp-dev:amd64.
- Preparing to unpack .../15-libgmp-dev_2%3a6.3.0+dfsg-3ubuntu1_amd64.deb ...
- Unpacking libgmp-dev:amd64 (2:6.3.0+dfsg-3ubuntu1) ...
- Selecting previously unselected package nettle-dev:amd64.
- Preparing to unpack .../16-nettle-dev_3.10.1-1_amd64.deb ...
- Unpacking nettle-dev:amd64 (3.10.1-1) ...
- Selecting previously unselected package libgnutls28-dev:amd64.
- Preparing to unpack .../17-libgnutls28-dev_3.8.9-2ubuntu3.1_amd64.deb ...
- Unpacking libgnutls28-dev:amd64 (3.8.9-2ubuntu3.1) ...
- Selecting previously unselected package libkrb5-dev:amd64.
- Preparing to unpack .../18-libkrb5-dev_1.21.3-4ubuntu2_amd64.deb ...
- Unpacking libkrb5-dev:amd64 (1.21.3-4ubuntu2) ...
- Selecting previously unselected package libldap-dev:amd64.
- Preparing to unpack .../19-libldap-dev_2.6.9+dfsg-2ubuntu1_amd64.deb ...
- Unpacking libldap-dev:amd64 (2.6.9+dfsg-2ubuntu1) ...
- Selecting previously unselected package libpkgconf3:amd64.
- Preparing to unpack .../20-libpkgconf3_1.8.1-4_amd64.deb ...
- Unpacking libpkgconf3:amd64 (1.8.1-4) ...
- Selecting previously unselected package pkgconf-bin.
- Preparing to unpack .../21-pkgconf-bin_1.8.1-4_amd64.deb ...
- Unpacking pkgconf-bin (1.8.1-4) ...
- Selecting previously unselected package pkgconf:amd64.
- Preparing to unpack .../22-pkgconf_1.8.1-4_amd64.deb ...
- Unpacking pkgconf:amd64 (1.8.1-4) ...
- Selecting previously unselected package libnghttp2-dev:amd64.
- Preparing to unpack .../23-libnghttp2-dev_1.64.0-1ubuntu1_amd64.deb ...
- Unpacking libnghttp2-dev:amd64 (1.64.0-1ubuntu1) ...
- Selecting previously unselected package libpsl-dev:amd64.
- Preparing to unpack .../24-libpsl-dev_0.21.2-1.1build1_amd64.deb ...
- Unpacking libpsl-dev:amd64 (0.21.2-1.1build1) ...
- Selecting previously unselected package zlib1g-dev:amd64.
- Preparing to unpack .../25-zlib1g-dev_1%3a1.3.dfsg+really1.3.1-1ubuntu1_amd64.deb ...
- Unpacking zlib1g-dev:amd64 (1:1.3.dfsg+really1.3.1-1ubuntu1) ...
- Selecting previously unselected package librtmp-dev:amd64.
- Preparing to unpack .../26-librtmp-dev_2.4+20151223.gitfa8646d.1-2build7_amd64.deb ...
- Unpacking librtmp-dev:amd64 (2.4+20151223.gitfa8646d.1-2build7) ...
- Selecting previously unselected package libssl-dev:amd64.
- Preparing to unpack .../27-libssl-dev_3.4.1-1ubuntu3_amd64.deb ...
- Unpacking libssl-dev:amd64 (3.4.1-1ubuntu3) ...
- Selecting previously unselected package libssh2-1-dev:amd64.
- Preparing to unpack .../28-libssh2-1-dev_1.11.1-1_amd64.deb ...
- Unpacking libssh2-1-dev:amd64 (1.11.1-1) ...
- Selecting previously unselected package libcurl4-gnutls-dev:amd64.
- Preparing to unpack .../29-libcurl4-gnutls-dev_8.12.1-3ubuntu1_amd64.deb ...
- Unpacking libcurl4-gnutls-dev:amd64 (8.12.1-3ubuntu1) ...
- Selecting previously unselected package pkg-config:amd64.
- Preparing to unpack .../30-pkg-config_1.8.1-4_amd64.deb ...
- Unpacking pkg-config:amd64 (1.8.1-4) ...
- Selecting previously unselected package libffi-dev:amd64.
- Preparing to unpack .../31-libffi-dev_3.4.7-1_amd64.deb ...
- Unpacking libffi-dev:amd64 (3.4.7-1) ...
- Selecting previously unselected package libtasn1-doc.
- Preparing to unpack .../32-libtasn1-doc_4.20.0-2_all.deb ...
- Unpacking libtasn1-doc (4.20.0-2) ...
- Setting up libgnutls-openssl27t64:amd64 (3.8.9-2ubuntu3.1) ...
- Setting up libtasn1-doc (4.20.0-2) ...
- Setting up libevent-2.1-7t64:amd64 (2.1.12-stable-10) ...
- Setting up libffi-dev:amd64 (3.4.7-1) ...
- Setting up libpsl-dev:amd64 (0.21.2-1.1build1) ...
- Setting up libunbound8:amd64 (1.22.0-1ubuntu1.1) ...
- Setting up libpkgconf3:amd64 (1.8.1-4) ...
- Setting up libgmpxx4ldbl:amd64 (2:6.3.0+dfsg-3ubuntu1) ...
- Setting up libgnutls-dane0t64:amd64 (3.8.9-2ubuntu3.1) ...
- Setting up libgssrpc4t64:amd64 (1.21.3-4ubuntu2) ...
- Setting up libldap-dev:amd64 (2.6.9+dfsg-2ubuntu1) ...
- Setting up comerr-dev:amd64 (2.1-1.47.2-1ubuntu1) ...
- Setting up libssl-dev:amd64 (3.4.1-1ubuntu3) ...
- Setting up pkgconf-bin (1.8.1-4) ...
- Setting up libidn2-dev:amd64 (2.3.8-2) ...
- Setting up zlib1g-dev:amd64 (1:1.3.dfsg+really1.3.1-1ubuntu1) ...
- Setting up libtasn1-6-dev:amd64 (4.20.0-2) ...
- Setting up libbrotli-dev:amd64 (1.1.0-2build4) ...
- Setting up libp11-kit-dev:amd64 (0.25.5-2ubuntu3) ...
- Setting up libkadm5clnt-mit12:amd64 (1.21.3-4ubuntu2) ...
- Setting up libgmp-dev:amd64 (2:6.3.0+dfsg-3ubuntu1) ...
- Setting up nettle-dev:amd64 (3.10.1-1) ...
- Setting up libkdb5-10t64:amd64 (1.21.3-4ubuntu2) ...
- Setting up pkgconf:amd64 (1.8.1-4) ...
- Setting up pkg-config:amd64 (1.8.1-4) ...
- Setting up libssh2-1-dev:amd64 (1.11.1-1) ...
- Setting up libkadm5srv-mit12:amd64 (1.21.3-4ubuntu2) ...
- Setting up krb5-multidev:amd64 (1.21.3-4ubuntu2) ...
- Setting up libgnutls28-dev:amd64 (3.8.9-2ubuntu3.1) ...
- Setting up libnghttp2-dev:amd64 (1.64.0-1ubuntu1) ...
- Setting up libkrb5-dev:amd64 (1.21.3-4ubuntu2) ...
- Setting up librtmp-dev:amd64 (2.4+20151223.gitfa8646d.1-2build7) ...
- Setting up libcurl4-gnutls-dev:amd64 (8.12.1-3ubuntu1) ...
- Processing triggers for libc-bin (2.41-6ubuntu1.1) ...
2025-08-14 09:14.13 ---> using "a48755ca9455402eda866262ec8042a0f02fb255a1a90e7e44dc3efe6555d38a" 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 87 packages
- install angstrom                0.16.1
- install astring                 0.8.5
- install backoff                 0.1.1
- install base                    v0.17.3
- install base-bytes              base
- install bigarray-compat         1.1.0
- install bigstringaf             0.10.0
- install camlp-streams           5.0.1
- install camlzip                 1.13
- install cmdliner                1.3.0
- install conf-libcurl            2
- install conf-libffi             2.0.0
- install conf-pkg-config         4
- install conf-zlib               1
- install cppo                    1.8.0
- install csexp                   1.5.2
- install csv                     2.4
- install ctypes                  0.23.0
- install ctypes-foreign          0.23.0
- install curl                    0.10.0
- install dune                    3.19.1
- install dune-configurator       3.19.1
- install dune-private-libs       3.19.1
- install dune-site               3.19.1
- install dyn                     3.19.1
- install fieldslib               v0.17.0
- install fmt                     0.11.0
- install integers                0.7.0
- install jane-street-headers     v0.17.0
- install jst-config              v0.17.0
- install logs                    0.9.0
- install mdx                     2.5.0
- install mtime                   2.1.0
- install multicore-magic         2.3.1
- install num                     1.6
- install ocaml-compiler-libs     v0.17.0
- install ocaml-syntax-shims      1.0.0
- install ocaml-version           4.0.1
- install ocaml_intrinsics_kernel v0.17.1
- install ocamlbuild              0.16.1
- install ocamlfind               1.9.8
- install ordering                3.19.1
- install parsexp                 v0.17.0
- install pp                      2.0.0
- install pprint                  20230830
- install ppx_assert              v0.17.0
- install ppx_base                v0.17.0
- install ppx_cold                v0.17.0
- install ppx_compare             v0.17.0
- install ppx_derivers            1.2.1
- install ppx_deriving            6.1.1
- install ppx_enumerate           v0.17.0
- install ppx_expect              v0.17.3
- install ppx_fields_conv         v0.17.0
- install ppx_globalize           v0.17.2
- install ppx_hash                v0.17.0
- install ppx_here                v0.17.0
- install ppx_inline_test         v0.17.1
- install ppx_minidebug           2.3.0
- install ppx_optcomp             v0.17.1
- install ppx_sexp_conv           v0.17.1
- install ppx_string              v0.17.0
- install ppx_variants_conv       v0.17.1
- install ppxlib                  0.36.0
- install ppxlib_jane             v0.17.4
- install printbox                0.12
- install printbox-ext-plot       0.12
- install printbox-html           0.12
- install printbox-md             0.12
- install printbox-text           0.12
- install ptime                   1.2.0
- install re                      1.13.2
- install result                  1.5
- install saturn_lockfree         0.5.0
- install seq                     base
- install sexplib                 v0.17.0
- install sexplib0                v0.17.0
- install stdio                   v0.17.0
- install stdlib-shims            0.3.0
- install stdune                  3.19.1
- install thread-local-storage    0.2
- install time_now                v0.17.0
- install topkg                   1.1.0
- install tyxml                   4.6.0
- install uucp                    16.0.0
- install uutf                    1.0.4
- install variantslib             v0.17.0


<><> Processing actions <><><><><><><><><><><><><><><><><><><><><><><><><><><><>
-> retrieved angstrom.0.16.1  (cached)
-> retrieved astring.0.8.5  (cached)
-> retrieved backoff.0.1.1  (cached)
-> retrieved bigarray-compat.1.1.0  (cached)
-> retrieved bigstringaf.0.10.0  (cached)
-> retrieved base.v0.17.3  (cached)
-> retrieved camlp-streams.5.0.1  (cached)
-> retrieved camlzip.1.13  (cached)
-> retrieved cmdliner.1.3.0  (cached)
-> retrieved cppo.1.8.0  (cached)
-> installed conf-libcurl.2
-> installed conf-pkg-config.4
-> retrieved csexp.1.5.2  (cached)
-> retrieved csv.2.4  (cached)
-> retrieved ctypes.0.23.0, ctypes-foreign.0.23.0  (cached)
-> installed conf-libffi.2.0.0
-> installed conf-zlib.1
-> retrieved curl.0.10.0  (cached)
-> retrieved fieldslib.v0.17.0  (cached)
-> retrieved integers.0.7.0  (cached)
-> retrieved fmt.0.11.0  (cached)
-> retrieved jane-street-headers.v0.17.0  (cached)
-> retrieved jst-config.v0.17.0  (cached)
-> retrieved logs.0.9.0  (cached)
-> retrieved mtime.2.1.0  (cached)
-> retrieved multicore-magic.2.3.1  (cached)
-> retrieved mdx.2.5.0  (cached)
-> retrieved num.1.6  (cached)
-> retrieved ocaml-compiler-libs.v0.17.0  (cached)
-> retrieved ocaml-syntax-shims.1.0.0  (cached)
-> retrieved ocaml-version.4.0.1  (cached)
-> retrieved ocaml_intrinsics_kernel.v0.17.1  (cached)
-> retrieved ocamlbuild.0.16.1  (cached)
-> retrieved ocamlfind.1.9.8  (cached)
-> retrieved parsexp.v0.17.0  (cached)
-> retrieved pp.2.0.0  (cached)
-> retrieved pprint.20230830  (cached)
-> retrieved ppx_assert.v0.17.0  (cached)
-> retrieved ppx_base.v0.17.0  (cached)
-> retrieved ppx_cold.v0.17.0  (cached)
-> retrieved ppx_compare.v0.17.0  (cached)
-> retrieved ppx_derivers.1.2.1  (cached)
-> retrieved ppx_deriving.6.1.1  (cached)
-> retrieved ppx_enumerate.v0.17.0  (cached)
-> retrieved ppx_fields_conv.v0.17.0  (cached)
-> retrieved ppx_expect.v0.17.3  (cached)
-> retrieved ppx_globalize.v0.17.2  (cached)
-> retrieved dune.3.19.1, dune-configurator.3.19.1, dune-private-libs.3.19.1, dune-site.3.19.1, dyn.3.19.1, ordering.3.19.1, stdune.3.19.1  (cached)
-> retrieved ppx_hash.v0.17.0  (cached)
-> retrieved ppx_here.v0.17.0  (cached)
-> retrieved ppx_inline_test.v0.17.1  (cached)
-> retrieved ppx_optcomp.v0.17.1  (cached)
-> retrieved ppx_sexp_conv.v0.17.1  (cached)
-> retrieved ppx_string.v0.17.0  (cached)
-> retrieved ppx_variants_conv.v0.17.1  (cached)
-> retrieved ppxlib_jane.v0.17.4  (cached)
-> retrieved ppx_minidebug.2.3.0  (cached)
-> installed cmdliner.1.3.0
-> installed num.1.6
-> installed ocamlbuild.0.16.1
-> retrieved ppxlib.0.36.0  (cached)
-> retrieved printbox.0.12, printbox-ext-plot.0.12, printbox-html.0.12, printbox-md.0.12, printbox-text.0.12  (cached)
-> retrieved ptime.1.2.0  (cached)
-> retrieved re.1.13.2  (cached)
-> retrieved seq.base  (cached)
-> installed seq.base
-> retrieved result.1.5  (cached)
-> retrieved saturn_lockfree.0.5.0  (cached)
-> retrieved sexplib.v0.17.0  (cached)
-> retrieved sexplib0.v0.17.0  (cached)
-> retrieved stdio.v0.17.0  (cached)
-> retrieved stdlib-shims.0.3.0  (cached)
-> retrieved thread-local-storage.0.2  (cached)
-> retrieved time_now.v0.17.0  (cached)
-> retrieved topkg.1.1.0  (cached)
-> retrieved tyxml.4.6.0  (cached)
-> retrieved uutf.1.0.4  (cached)
-> retrieved variantslib.v0.17.0  (cached)
-> retrieved uucp.16.0.0  (cached)
-> installed ocamlfind.1.9.8
-> installed base-bytes.base
-> installed camlzip.1.13
-> installed topkg.1.1.0
-> installed mtime.2.1.0
-> installed uutf.1.0.4
-> installed fmt.0.11.0
-> installed ptime.1.2.0
-> installed astring.0.8.5
-> installed logs.0.9.0
-> installed dune.3.19.1
-> installed backoff.0.1.1
-> installed bigarray-compat.1.1.0
-> installed camlp-streams.5.0.1
-> installed csexp.1.5.2
-> installed cppo.1.8.0
-> installed csv.2.4
-> installed jane-street-headers.v0.17.0
-> installed multicore-magic.2.3.1
-> installed ocaml-compiler-libs.v0.17.0
-> installed ocaml-syntax-shims.1.0.0
-> installed ocaml-version.4.0.1
-> installed ocaml_intrinsics_kernel.v0.17.1
-> installed pp.2.0.0
-> installed pprint.20230830
-> installed ppx_derivers.1.2.1
-> installed printbox.0.12
-> installed re.1.13.2
-> installed result.1.5
-> installed sexplib0.v0.17.0
-> installed stdlib-shims.0.3.0
-> installed thread-local-storage.0.2
-> installed saturn_lockfree.0.5.0
-> installed integers.0.7.0
-> installed ordering.3.19.1
-> installed parsexp.v0.17.0
-> installed dune-configurator.3.19.1
-> installed mdx.2.5.0
-> installed bigstringaf.0.10.0
-> installed dyn.3.19.1
-> installed tyxml.4.6.0
-> installed sexplib.v0.17.0
-> installed angstrom.0.16.1
-> installed printbox-html.0.12
-> installed curl.0.10.0
-> installed stdune.3.19.1
-> 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 dune-private-libs.3.19.1
-> installed uucp.16.0.0
-> installed ctypes-foreign.0.23.0
-> installed printbox-text.0.12
-> installed printbox-md.0.12
-> installed dune-site.3.19.1
-> installed printbox-ext-plot.0.12
-> installed ppxlib.0.36.0
-> installed ppx_optcomp.v0.17.1
-> installed ppxlib_jane.v0.17.4
-> installed ppx_cold.v0.17.0
-> installed ppx_here.v0.17.0
-> installed ppx_variants_conv.v0.17.1
-> installed ppx_fields_conv.v0.17.0
-> installed ppx_globalize.v0.17.2
-> installed ppx_enumerate.v0.17.0
-> installed ppx_deriving.6.1.1
-> installed ppx_compare.v0.17.0
-> installed ppx_sexp_conv.v0.17.1
-> installed ppx_hash.v0.17.0
-> installed ppx_assert.v0.17.0
-> installed ppx_base.v0.17.0
-> installed ppx_minidebug.2.3.0
-> installed jst-config.v0.17.0
-> installed ppx_string.v0.17.0
-> installed time_now.v0.17.0
-> installed ppx_inline_test.v0.17.1
-> installed ppx_expect.v0.17.3
Done.
# To update the current shell environment, run: eval $(opam env)
2025-08-14 09:14.13 ---> using "9cabe73ba1815ed6255817e6c9bbc19afaf54166a2154d4e34694ab944baf460" from cache


/src: (copy (src .) (dst /src))
2025-08-14 09:14.13 ---> saved as "dab3410c1ca82c5a81210af50dc7cfa336c1c577af90bd877f142b4e11b53bc3"


/src: (run (shell "opam exec -- dune build @install @check @runtest && rm -rf _build"))
File "arrayjit/test/dune", line 6, characters 16-24:
6 |   (pps ppx_here 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/operations/config && ../../../arrayjit/bin/read_config.exe --read=backend)
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
Wrote value of 'backend' to ocannl_backend.txt
(cd _build/default/test/operations && ./threefry4x32_demo.exe --ocannl_output_prec_in_ll_files=true --ocannl_output_debug_files_in_build_directory=true)
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
Generated 48 uniform random numbers:
[0]: 0.205322
[1]: 0.188110
[2]: 0.220215
[3]: 0.073975
[4]: 0.374023
[5]: 0.494141
[6]: 0.410400
[7]: 0.102295
[8]: 0.160400
[9]: 0.635254
[10]: 0.657715
[11]: 0.580566
[12]: 0.698730
[13]: 0.979492
[14]: 0.033386
[15]: 0.711426
[16]: 0.600098
[17]: 0.772461
[18]: 0.133789
[19]: 0.799316
[20]: 0.664062
[21]: 0.045898
[22]: 0.072632
[23]: 0.610352
[24]: 0.855469
[25]: 0.286377
[26]: 0.113281
[27]: 0.690430
[28]: 0.365479
[29]: 0.236328
[30]: 0.400146
[31]: 0.354248
[32]: 0.851562
[33]: 0.613281
[34]: 0.859863
[35]: 0.624023
[36]: 0.302246
[37]: 0.005325
[38]: 0.874023
[39]: 0.461914
[40]: 0.002930
[41]: 0.811035
[42]: 0.319824
[43]: 0.088684
[44]: 0.597656
[45]: 0.608887
[46]: 0.076538
[47]: 0.784668
(cd _build/default/test/operations && ./test_threefry_precision.exe)
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
Threefry4x32 result precision: uint4x32
Uniform result precision: single
Retrieving commandline, environment, or config file variable ocannl_backend
Found sync_cc, in the config file
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_output_prec_in_ll_files
Not found, using default false
Retrieving commandline, environment, or config file variable ocannl_inline_complex_computations
Not found, using default true
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_stack_threshold_in_bytes
Not found, using default 16384
Retrieving commandline, environment, or config file variable ocannl_output_dlls_in_build_directory
Not found, using default false
Retrieving commandline, environment, or config file variable ocannl_cc_backend_optimization_level
Not found, using default 3
Retrieving commandline, environment, or config file variable ocannl_cc_backend_compiler_command
Not found, using default gcc
Retrieving commandline, environment, or config file variable ocannl_cc_backend_verify_codesign
Not found, using default false
Compilation successful!
Actual tensor precision in context: uint4x32
(cd _build/default/test/operations && ./top_down_prec.exe --ocannl_output_prec_in_ll_files=true --ocannl_output_debug_files_in_build_directory=true)
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
#8 *._d
8.00
#9 grad_*._d Virt/30
<void>
#6 + Virt/152                 │#4 c non-emb
<void>                        │ 2.00
#7 grad_+ Virt/30             │#5 grad_c Local/26030
<void>                        │<void>
#0 a non-emb         │#2 b non-emb         │
2.00                │ 2.00                │
#1 grad_a Local/26030│#3 grad_b Local/26030│
<void>               │<void>               │
(cd _build/default/test/ppx && ./test_ppx_op.exe)
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
(cd _build/default/test/ppx && ./test_ppx_op_expected.exe)
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
(cd _build/.sandbox/27d55fb0354d517df17fbbfed4ddf19c/default/test/einsum && .einsum_tutorials.inline-tests/inline-test-runner.exe inline-test-runner einsum_tutorials -partition 'Found 0, in the config file' -source-tree-root ../.. -diff-cmd -)
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
(cd _build/.sandbox/27d55fb0354d517df17fbbfed4ddf19c/default/test/einsum && .einsum_tutorials.inline-tests/inline-test-runner.exe inline-test-runner einsum_tutorials -partition 'Retrieving commandline, environment, or config file variable ocannl_log_level' -source-tree-root ../.. -diff-cmd -)
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
(cd _build/.sandbox/2d4cace80d74244b2c231490243cfa87/default/test/operations && .operations_tutorials.inline-tests/inline-test-runner.exe inline-test-runner operations_tutorials -partition 'Found 0, in the config file' -source-tree-root ../.. -diff-cmd -)
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
(cd _build/.sandbox/2d4cace80d74244b2c231490243cfa87/default/test/operations && .operations_tutorials.inline-tests/inline-test-runner.exe inline-test-runner operations_tutorials -partition 'Retrieving commandline, environment, or config file variable ocannl_log_level' -source-tree-root ../.. -diff-cmd -)
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
(cd _build/.sandbox/2d4cace80d74244b2c231490243cfa87/default/test/operations && .operations_tutorials.inline-tests/inline-test-runner.exe inline-test-runner operations_tutorials -partition test_threefry4x32.ml -source-tree-root ../.. -diff-cmd -)
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
(cd _build/default/test/operations && ./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)
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 sync_cc, in the config file
Retrieving commandline, environment, or config file variable ocannl_never_capture_stdout
Not found, using default false
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_output_prec_in_ll_files
Not found, using default false
Retrieving commandline, environment, or config file variable ocannl_inline_complex_computations
Not found, using default true
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_stack_threshold_in_bytes
Not found, using default 16384
Retrieving commandline, environment, or config file variable ocannl_output_dlls_in_build_directory
Not found, using default false
Retrieving commandline, environment, or config file variable ocannl_cc_backend_optimization_level
Not found, using default 3
Retrieving commandline, environment, or config file variable ocannl_cc_backend_compiler_command
Not found, using default gcc
Retrieving commandline, environment, or config file variable ocannl_cc_backend_verify_codesign
Not found, using default false
HERE: test/operations/micrograd_demo_logging.ml:35:21
┌────────────────────┐
│[70]: +_g shape 0:1 │
│┌┬─────────┐        │
│││axis 0   │        │
│├┼─────────┤        │
│││ 2.47e+1 │        │
│└┴─────────┘        │
└────────────────────┘
HERE: test/operations/micrograd_demo_logging.ml:36:21
┌─────────────────┐
│[0]: a shape 0:1 │
│┌┬───────┐       │
│││axis 0 │       │
│├┼───────┤       │
│││ -4.00 │       │
│└┴───────┘       │
└─────────────────┘
┌────────────────────────┐
│[0]: a shape 0:1  grad_a│
│┌┬─────────┐            │
│││axis 0   │            │
│├┼─────────┤            │
│││ 1.38e+2 │            │
│└┴─────────┘            │
└────────────────────────┘
HERE: test/operations/micrograd_demo_logging.ml:37:21
┌─────────────────┐
│[2]: b shape 0:1 │
│┌┬──────┐        │
│││axis 0│        │
│├┼──────┤        │
│││ 2.00 │        │
│└┴──────┘        │
└─────────────────┘
┌────────────────────────┐
│[2]: b shape 0:1  grad_b│
│┌┬─────────┐            │
│││axis 0   │            │
│├┼─────────┤            │
│││ 6.45e+2 │            │
│└┴─────────┘            │
└────────────────────────┘
(cd _build/.sandbox/2d4cace80d74244b2c231490243cfa87/default/test/operations && .operations_tutorials.inline-tests/inline-test-runner.exe inline-test-runner operations_tutorials -partition zero2hero_1of7.ml -source-tree-root ../.. -diff-cmd -)
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
(cd _build/.sandbox/2d4cace80d74244b2c231490243cfa87/default/test/operations && .operations_tutorials.inline-tests/inline-test-runner.exe inline-test-runner operations_tutorials -partition primitive_ops.ml -source-tree-root ../.. -diff-cmd -)
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
File "test/einsum/einsum_trivia_exec.expected", line 1, characters 0-0:
/usr/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 7b623db..4465d53 100644
--- a/_build/default/test/einsum/einsum_trivia_exec.expected
+++ b/_build/default/test/einsum/einsum_trivia_exec.exe.output
@@ -657,159 +657,159 @@ HERE: test/einsum/einsum_trivia_exec.ml:229:21
│└──────┴────────────────────────────────────┘│
└─────────────────────────────────────────────┘
HERE: test/einsum/einsum_trivia_exec.ml:254:21
-┌────────────────────────────────┐
-│[9]: ;=>+ shape 0:4,1:5,2:6,3:3 │
-│┌──────┬──────────────────┐     │
-││0 @ 0 │axis 3            │     │
-│├──────┼──────────────────┤     │
-││0 @ 1 │ 0.00  0.00  0.00 │     │
-││axis 2│ 0.00  0.00  1.00 │     │
-││      │ ...   ...   ...  │     │
-││      │ 0.00  0.00  4.00 │     │
-││      │ 0.00  0.00  5.00 │     │
-│├──────┼──────────────────┤     │
-││1 @ 1 │ 0.00  1.00  0.00 │     │
-││axis 2│ 0.00  1.00  1.00 │     │
-││      │ ...   ...   ...  │     │
-││      │ 0.00  1.00  4.00 │     │
-││      │ 0.00  1.00  5.00 │     │
-│├──────┼──────────────────┤     │
-││2 @ 1 │ 0.00  2.00  0.00 │     │
-││axis 2│ 0.00  2.00  1.00 │     │
-││      │ ...   ...   ...  │     │
-││      │ 0.00  2.00  4.00 │     │
-││      │ 0.00  2.00  5.00 │     │
-│├──────┼──────────────────┤     │
-││3 @ 1 │ 0.00  3.00  0.00 │     │
-││axis 2│ 0.00  3.00  1.00 │     │
-││      │ ...   ...   ...  │     │
-││      │ 0.00  3.00  4.00 │     │
-││      │ 0.00  3.00  5.00 │     │
-│├──────┼──────────────────┤     │
-││4 @ 1 │ 0.00  4.00  0.00 │     │
-││axis 2│ 0.00  4.00  1.00 │     │
-││      │ ...   ...   ...  │     │
-││      │ 0.00  4.00  4.00 │     │
-││      │ 0.00  4.00  5.00 │     │
-│└──────┴──────────────────┘     │
-├────────────────────────────────┤
-│┌──────┬──────────────────┐     │
-││1 @ 0 │axis 3            │     │
-│├──────┼──────────────────┤     │
-││0 @ 1 │ 1.00  0.00  0.00 │     │
-││axis 2│ 1.00  0.00  1.00 │     │
-││      │ ...   ...   ...  │     │
-││      │ 1.00  0.00  4.00 │     │
-││      │ 1.00  0.00  5.00 │     │
-│├──────┼──────────────────┤     │
-││1 @ 1 │ 1.00  1.00  0.00 │     │
-││axis 2│ 1.00  1.00  1.00 │     │
-││      │ ...   ...   ...  │     │
-││      │ 1.00  1.00  4.00 │     │
-││      │ 1.00  1.00  5.00 │     │
-│├──────┼──────────────────┤     │
-││2 @ 1 │ 1.00  2.00  0.00 │     │
-││axis 2│ 1.00  2.00  1.00 │     │
-││      │ ...   ...   ...  │     │
-││      │ 1.00  2.00  4.00 │     │
-││      │ 1.00  2.00  5.00 │     │
-│├──────┼──────────────────┤     │
-││3 @ 1 │ 1.00  3.00  0.00 │     │
-││axis 2│ 1.00  3.00  1.00 │     │
-││      │ ...   ...   ...  │     │
-││      │ 1.00  3.00  4.00 │     │
-││      │ 1.00  3.00  5.00 │     │
-│├──────┼──────────────────┤     │
-││4 @ 1 │ 1.00  4.00  0.00 │     │
-││axis 2│ 1.00  4.00  1.00 │     │
-││      │ ...   ...   ...  │     │
-││      │ 1.00  4.00  4.00 │     │
-││      │ 1.00  4.00  5.00 │     │
-│└──────┴──────────────────┘     │
-├────────────────────────────────┤
-│┌──────┬──────────────────┐     │
-││2 @ 0 │axis 3            │     │
-│├──────┼──────────────────┤     │
-││0 @ 1 │ 2.00  0.00  0.00 │     │
-││axis 2│ 2.00  0.00  1.00 │     │
-││      │ ...   ...   ...  │     │
-││      │ 2.00  0.00  4.00 │     │
-││      │ 2.00  0.00  5.00 │     │
-│├──────┼──────────────────┤     │
-││1 @ 1 │ 2.00  1.00  0.00 │     │
-││axis 2│ 2.00  1.00  1.00 │     │
-││      │ ...   ...   ...  │     │
-││      │ 2.00  1.00  4.00 │     │
-││      │ 2.00  1.00  5.00 │     │
-│├──────┼──────────────────┤     │
-││2 @ 1 │ 2.00  2.00  0.00 │     │
-││axis 2│ 2.00  2.00  1.00 │     │
-││      │ ...   ...   ...  │     │
-││      │ 2.00  2.00  4.00 │     │
-││      │ 2.00  2.00  5.00 │     │
-│├──────┼──────────────────┤     │
-││3 @ 1 │ 2.00  3.00  0.00 │     │
-││axis 2│ 2.00  3.00  1.00 │     │
-││      │ ...   ...   ...  │     │
-││      │ 2.00  3.00  4.00 │     │
-││      │ 2.00  3.00  5.00 │     │
-│├──────┼──────────────────┤     │
-││4 @ 1 │ 2.00  4.00  0.00 │     │
-││axis 2│ 2.00  4.00  1.00 │     │
-││      │ ...   ...   ...  │     │
-││      │ 2.00  4.00  4.00 │     │
-││      │ 2.00  4.00  5.00 │     │
-│└──────┴──────────────────┘     │
-├────────────────────────────────┤
-│┌──────┬──────────────────┐     │
-││3 @ 0 │axis 3            │     │
-│├──────┼──────────────────┤     │
-││0 @ 1 │ 3.00  0.00  0.00 │     │
-││axis 2│ 3.00  0.00  1.00 │     │
-││      │ ...   ...   ...  │     │
-││      │ 3.00  0.00  4.00 │     │
-││      │ 3.00  0.00  5.00 │     │
-│├──────┼──────────────────┤     │
-││1 @ 1 │ 3.00  1.00  0.00 │     │
-││axis 2│ 3.00  1.00  1.00 │     │
-││      │ ...   ...   ...  │     │
-││      │ 3.00  1.00  4.00 │     │
-││      │ 3.00  1.00  5.00 │     │
-│├──────┼──────────────────┤     │
-││2 @ 1 │ 3.00  2.00  0.00 │     │
-││axis 2│ 3.00  2.00  1.00 │     │
-││      │ ...   ...   ...  │     │
-││      │ 3.00  2.00  4.00 │     │
-││      │ 3.00  2.00  5.00 │     │
-│├──────┼──────────────────┤     │
-││3 @ 1 │ 3.00  3.00  0.00 │     │
-││axis 2│ 3.00  3.00  1.00 │     │
-││      │ ...   ...   ...  │     │
-││      │ 3.00  3.00  4.00 │     │
-││      │ 3.00  3.00  5.00 │     │
-│├──────┼──────────────────┤     │
-││4 @ 1 │ 3.00  4.00  0.00 │     │
-││axis 2│ 3.00  4.00  1.00 │     │
-││      │ ...   ...   ...  │     │
-││      │ 3.00  4.00  4.00 │     │
-││      │ 3.00  4.00  5.00 │     │
-│└──────┴──────────────────┘     │
-└────────────────────────────────┘
+┌───────────────────────────────────┐
+│[9]: ;=>+ shape 0:4,1:5,2:6,3:3    │
+│┌──────┬──────────────────────────┐│
+││0 @ 0 │axis 3                    ││
+│├──────┼──────────────────────────┤│
+││0 @ 1 │ 1.31e+1   4.57e-41  0.00 ││
+││axis 2│ 4.57e-41  2.89e+32  1.00 ││
+││      │ ...       ...       ...  ││
+││      │ 0.00      0.00      4.00 ││
+││      │ 0.00      1.51e-17  5.00 ││
+│├──────┼──────────────────────────┤│
+││1 @ 1 │ 1.31e+1   1.00      0.00 ││
+││axis 2│ 4.57e-41  2.89e+32  1.00 ││
+││      │ ...       ...       ...  ││
+││      │ 0.00      1.00      4.00 ││
+││      │ 0.00      1.00      5.00 ││
+│├──────┼──────────────────────────┤│
+││2 @ 1 │ 1.31e+1   2.00      0.00 ││
+││axis 2│ 4.57e-41  2.89e+32  1.00 ││
+││      │ ...       ...       ...  ││
+││      │ 0.00      2.00      4.00 ││
+││      │ 0.00      2.00      5.00 ││
+│├──────┼──────────────────────────┤│
+││3 @ 1 │ 1.31e+1   3.00      0.00 ││
+││axis 2│ 4.57e-41  2.89e+32  1.00 ││
+││      │ ...       ...       ...  ││
+││      │ 0.00      3.00      4.00 ││
+││      │ 0.00      3.00      5.00 ││
+│├──────┼──────────────────────────┤│
+││4 @ 1 │ 1.31e+1   4.00      0.00 ││
+││axis 2│ 4.57e-41  2.89e+32  1.00 ││
+││      │ ...       ...       ...  ││
+││      │ 0.00      4.00      4.00 ││
+││      │ 0.00      4.00      5.00 ││
+│└──────┴──────────────────────────┘│
+├───────────────────────────────────┤
+│┌──────┬─────────────────────────┐ │
+││1 @ 0 │axis 3                   │ │
+│├──────┼─────────────────────────┤ │
+││0 @ 1 │ 1.41e+1  4.57e-41  0.00 │ │
+││axis 2│ 1.00     2.89e+32  1.00 │ │
+││      │ ...      ...       ...  │ │
+││      │ 1.00     0.00      4.00 │ │
+││      │ 1.00     1.51e-17  5.00 │ │
+│├──────┼─────────────────────────┤ │
+││1 @ 1 │ 1.41e+1  1.00      0.00 │ │
+││axis 2│ 1.00     2.89e+32  1.00 │ │
+││      │ ...      ...       ...  │ │
+││      │ 1.00     1.00      4.00 │ │
+││      │ 1.00     1.00      5.00 │ │
+│├──────┼─────────────────────────┤ │
+││2 @ 1 │ 1.41e+1  2.00      0.00 │ │
+││axis 2│ 1.00     2.89e+32  1.00 │ │
+││      │ ...      ...       ...  │ │
+││      │ 1.00     2.00      4.00 │ │
+││      │ 1.00     2.00      5.00 │ │
+│├──────┼─────────────────────────┤ │
+││3 @ 1 │ 1.41e+1  3.00      0.00 │ │
+││axis 2│ 1.00     2.89e+32  1.00 │ │
+││      │ ...      ...       ...  │ │
+││      │ 1.00     3.00      4.00 │ │
+││      │ 1.00     3.00      5.00 │ │
+│├──────┼─────────────────────────┤ │
+││4 @ 1 │ 1.41e+1  4.00      0.00 │ │
+││axis 2│ 1.00     2.89e+32  1.00 │ │
+││      │ ...      ...       ...  │ │
+││      │ 1.00     4.00      4.00 │ │
+││      │ 1.00     4.00      5.00 │ │
+│└──────┴─────────────────────────┘ │
+├───────────────────────────────────┤
+│┌──────┬─────────────────────────┐ │
+││2 @ 0 │axis 3                   │ │
+│├──────┼─────────────────────────┤ │
+││0 @ 1 │ 1.51e+1  4.57e-41  0.00 │ │
+││axis 2│ 2.00     2.89e+32  1.00 │ │
+││      │ ...      ...       ...  │ │
+││      │ 2.00     0.00      4.00 │ │
+││      │ 2.00     1.51e-17  5.00 │ │
+│├──────┼─────────────────────────┤ │
+││1 @ 1 │ 1.51e+1  1.00      0.00 │ │
+││axis 2│ 2.00     2.89e+32  1.00 │ │
+││      │ ...      ...       ...  │ │
+││      │ 2.00     1.00      4.00 │ │
+││      │ 2.00     1.00      5.00 │ │
+│├──────┼─────────────────────────┤ │
+││2 @ 1 │ 1.51e+1  2.00      0.00 │ │
+││axis 2│ 2.00     2.89e+32  1.00 │ │
+││      │ ...      ...       ...  │ │
+││      │ 2.00     2.00      4.00 │ │
+││      │ 2.00     2.00      5.00 │ │
+│├──────┼─────────────────────────┤ │
+││3 @ 1 │ 1.51e+1  3.00      0.00 │ │
+││axis 2│ 2.00     2.89e+32  1.00 │ │
+││      │ ...      ...       ...  │ │
+││      │ 2.00     3.00      4.00 │ │
+││      │ 2.00     3.00      5.00 │ │
+│├──────┼─────────────────────────┤ │
+││4 @ 1 │ 1.51e+1  4.00      0.00 │ │
+││axis 2│ 2.00     2.89e+32  1.00 │ │
+││      │ ...      ...       ...  │ │
+││      │ 2.00     4.00      4.00 │ │
+││      │ 2.00     4.00      5.00 │ │
+│└──────┴─────────────────────────┘ │
+├───────────────────────────────────┤
+│┌──────┬─────────────────────────┐ │
+││3 @ 0 │axis 3                   │ │
+│├──────┼─────────────────────────┤ │
+││0 @ 1 │ 1.61e+1  4.57e-41  0.00 │ │
+││axis 2│ 3.00     2.89e+32  1.00 │ │
+││      │ ...      ...       ...  │ │
+││      │ 3.00     0.00      4.00 │ │
+││      │ 3.00     1.51e-17  5.00 │ │
+│├──────┼─────────────────────────┤ │
+││1 @ 1 │ 1.61e+1  1.00      0.00 │ │
+││axis 2│ 3.00     2.89e+32  1.00 │ │
+││      │ ...      ...       ...  │ │
+││      │ 3.00     1.00      4.00 │ │
+││      │ 3.00     1.00      5.00 │ │
+│├──────┼─────────────────────────┤ │
+││2 @ 1 │ 1.61e+1  2.00      0.00 │ │
+││axis 2│ 3.00     2.89e+32  1.00 │ │
+││      │ ...      ...       ...  │ │
+││      │ 3.00     2.00      4.00 │ │
+││      │ 3.00     2.00      5.00 │ │
+│├──────┼─────────────────────────┤ │
+││3 @ 1 │ 1.61e+1  3.00      0.00 │ │
+││axis 2│ 3.00     2.89e+32  1.00 │ │
+││      │ ...      ...       ...  │ │
+││      │ 3.00     3.00      4.00 │ │
+││      │ 3.00     3.00      5.00 │ │
+│├──────┼─────────────────────────┤ │
+││4 @ 1 │ 1.61e+1  4.00      0.00 │ │
+││axis 2│ 3.00     2.89e+32  1.00 │ │
+││      │ ...      ...       ...  │ │
+││      │ 3.00     4.00      4.00 │ │
+││      │ 3.00     4.00      5.00 │ │
+│└──────┴─────────────────────────┘ │
+└───────────────────────────────────┘
HERE: test/einsum/einsum_trivia_exec.ml:255:21
[1]: =>_ti shape 0:4,1:3  <not-hosted>
HERE: test/einsum/einsum_trivia_exec.ml:256:21
-┌───────────────────────────┐
-│[7]: =>_tk shape 0:6,1:3   │
-│┌──────┬──────────────────┐│
-││      │axis 1            ││
-│├──────┼──────────────────┤│
-││axis 0│ 0.00  0.00  0.00 ││
-││      │ 0.00  0.00  1.00 ││
-││      │ ...   ...   ...  ││
-││      │ 0.00  0.00  4.00 ││
-││      │ 0.00  0.00  5.00 ││
-│└──────┴──────────────────┘│
-└───────────────────────────┘
+┌───────────────────────────────────┐
+│[7]: =>_tk shape 0:6,1:3           │
+│┌──────┬──────────────────────────┐│
+││      │axis 1                    ││
+│├──────┼──────────────────────────┤│
+││axis 0│ 1.31e+1   4.57e-41  0.00 ││
+││      │ 4.57e-41  2.89e+32  1.00 ││
+││      │ ...       ...       ...  ││
+││      │ 0.00      0.00      4.00 ││
+││      │ 0.00      1.51e-17  5.00 ││
+│└──────┴──────────────────────────┘│
+└───────────────────────────────────┘
HERE: test/einsum/einsum_trivia_exec.ml:278:21
┌─────────────────────────────────────────────────────────────────┐
│[2]: ;=>_c shape 0:3|1:4,2:2                                     │
(cd _build/.sandbox/2d4cace80d74244b2c231490243cfa87/default/test/operations && .operations_tutorials.inline-tests/inline-test-runner.exe inline-test-runner operations_tutorials -partition hello_world_op.ml -source-tree-root ../.. -diff-cmd -)
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
File "test/operations/zero2hero_1of7.ml", line 1, characters 0-0:
/usr/bin/git --no-pager diff --no-index --color=always -u _build/default/test/operations/zero2hero_1of7.ml _build/.sandbox/2d4cace80d74244b2c231490243cfa87/default/test/operations/zero2hero_1of7.ml.corrected
diff --git a/_build/default/test/operations/zero2hero_1of7.ml b/_build/.sandbox/2d4cace80d74244b2c231490243cfa87/default/test/operations/zero2hero_1of7.ml.corrected
index ffc9c4b..ea92dcf 100644
--- a/_build/default/test/operations/zero2hero_1of7.ml
+++ b/_build/.sandbox/2d4cace80d74244b2c231490243cfa87/default/test/operations/zero2hero_1of7.ml.corrected
@@ -273,21 +273,21 @@ let%expect_test "Simple gradients hosted" =
[%expect
{|
#12 *._l
-                        0.00
+                        1.07e+32
#13 grad_*._l
-                        0.00
+                        1.07e+32
#8 +_d                   │#10 f non-emb
-                  0.00                    │ -2.00
+                  1.07e+32                │ -2.00
#9 grad_+_d              │#11 grad_f
-                  0.00                    │ 0.00
+                  1.07e+32                │ 1.07e+32
#4 *._e            │#6 c non-emb│
-           0.00              │ 1.00e+1    │
+           1.07e+32          │ 1.00e+1    │
#5 grad_*._e       │#7 grad_c   │
-           0.00              │ 0.00       │
+           1.07e+32          │ 1.07e+32   │
#0 a non-emb│#2 b non-emb│            │
2.00       │ -3.00      │            │
#1 grad_a   │#3 grad_b   │            │
-     0.00       │ 0.00       │            │
+     2.08e+15   │ 1.07e+32   │            │
|}];
(* Do not update the params: all values and gradients will be at initial points, which are
specified in the tensor in the brackets. *)
@@ -403,21 +403,21 @@ let%expect_test "Simple gradients virtual" =
[%expect
{|
#12 *._l
-                    0.00
+                    2.08e+15
#13 grad_*._l Virt/40
<void>
#8 +_d Virt/152              │#10 f non-emb
<void>                       │ -2.00
#9 grad_+_d Virt/151         │#11 grad_f
-             <void>                       │ 0.00
+             <void>                       │ 1.07e+32
#4 *._e Virt/152       │#6 c non-emb│
<void>                 │ 1.00e+1    │
#5 grad_*._e Virt/151  │#7 grad_c   │
-      <void>                 │ 0.00       │
+      <void>                 │ 1.07e+32   │
#0 a non-emb│#2 b non-emb│            │
2.00       │ -3.00      │            │
#1 grad_a   │#3 grad_b   │            │
-     0.00       │ 0.00       │            │
+     2.08e+15   │ 1.07e+32   │            │
|}];
(* Do not update the params: all values and gradients will be at initial points, which are
specified in the tensor in the brackets. *)
(cd _build/.sandbox/27d55fb0354d517df17fbbfed4ddf19c/default/test/einsum && .einsum_tutorials.inline-tests/inline-test-runner.exe inline-test-runner einsum_tutorials -partition einsum_trivia.ml -source-tree-root ../.. -diff-cmd -)
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
File "test/einsum/einsum_trivia.ml", line 1, characters 0-0:
/usr/bin/git --no-pager diff --no-index --color=always -u _build/default/test/einsum/einsum_trivia.ml _build/.sandbox/27d55fb0354d517df17fbbfed4ddf19c/default/test/einsum/einsum_trivia.ml.corrected
diff --git a/_build/default/test/einsum/einsum_trivia.ml b/_build/.sandbox/27d55fb0354d517df17fbbfed4ddf19c/default/test/einsum/einsum_trivia.ml.corrected
index 2bcae70..0d476f7 100644
--- a/_build/default/test/einsum/einsum_trivia.ml
+++ b/_build/.sandbox/27d55fb0354d517df17fbbfed4ddf19c/default/test/einsum/einsum_trivia.ml.corrected
@@ -976,144 +976,144 @@ let%expect_test "outer_sum simulating axis concatenation" =
[%expect
{|
HERE: test/einsum/einsum_trivia.ml:975:21
-    ┌────────────────────────────────┐
-    │[9]: ;=>+ shape 0:4,1:5,2:6,3:3 │
-    │┌──────┬──────────────────┐     │
-    ││0 @ 0 │axis 3            │     │
-    │├──────┼──────────────────┤     │
-    ││0 @ 1 │ 0.00  0.00  0.00 │     │
-    ││axis 2│ 0.00  0.00  1.00 │     │
-    ││      │ ...   ...   ...  │     │
-    ││      │ 0.00  0.00  4.00 │     │
-    ││      │ 0.00  0.00  5.00 │     │
-    │├──────┼──────────────────┤     │
-    ││1 @ 1 │ 0.00  1.00  0.00 │     │
-    ││axis 2│ 0.00  1.00  1.00 │     │
-    ││      │ ...   ...   ...  │     │
-    ││      │ 0.00  1.00  4.00 │     │
-    ││      │ 0.00  1.00  5.00 │     │
-    │├──────┼──────────────────┤     │
-    ││2 @ 1 │ 0.00  2.00  0.00 │     │
-    ││axis 2│ 0.00  2.00  1.00 │     │
-    ││      │ ...   ...   ...  │     │
-    ││      │ 0.00  2.00  4.00 │     │
-    ││      │ 0.00  2.00  5.00 │     │
-    │├──────┼──────────────────┤     │
-    ││3 @ 1 │ 0.00  3.00  0.00 │     │
-    ││axis 2│ 0.00  3.00  1.00 │     │
-    ││      │ ...   ...   ...  │     │
-    ││      │ 0.00  3.00  4.00 │     │
-    ││      │ 0.00  3.00  5.00 │     │
-    │├──────┼──────────────────┤     │
-    ││4 @ 1 │ 0.00  4.00  0.00 │     │
-    ││axis 2│ 0.00  4.00  1.00 │     │
-    ││      │ ...   ...   ...  │     │
-    ││      │ 0.00  4.00  4.00 │     │
-    ││      │ 0.00  4.00  5.00 │     │
-    │└──────┴──────────────────┘     │
-    ├────────────────────────────────┤
-    │┌──────┬──────────────────┐     │
-    ││1 @ 0 │axis 3            │     │
-    │├──────┼──────────────────┤     │
-    ││0 @ 1 │ 1.00  0.00  0.00 │     │
-    ││axis 2│ 1.00  0.00  1.00 │     │
-    ││      │ ...   ...   ...  │     │
-    ││      │ 1.00  0.00  4.00 │     │
-    ││      │ 1.00  0.00  5.00 │     │
-    │├──────┼──────────────────┤     │
-    ││1 @ 1 │ 1.00  1.00  0.00 │     │
-    ││axis 2│ 1.00  1.00  1.00 │     │
-    ││      │ ...   ...   ...  │     │
-    ││      │ 1.00  1.00  4.00 │     │
-    ││      │ 1.00  1.00  5.00 │     │
-    │├──────┼──────────────────┤     │
-    ││2 @ 1 │ 1.00  2.00  0.00 │     │
-    ││axis 2│ 1.00  2.00  1.00 │     │
-    ││      │ ...   ...   ...  │     │
-    ││      │ 1.00  2.00  4.00 │     │
-    ││      │ 1.00  2.00  5.00 │     │
-    │├──────┼──────────────────┤     │
-    ││3 @ 1 │ 1.00  3.00  0.00 │     │
-    ││axis 2│ 1.00  3.00  1.00 │     │
-    ││      │ ...   ...   ...  │     │
-    ││      │ 1.00  3.00  4.00 │     │
-    ││      │ 1.00  3.00  5.00 │     │
-    │├──────┼──────────────────┤     │
-    ││4 @ 1 │ 1.00  4.00  0.00 │     │
-    ││axis 2│ 1.00  4.00  1.00 │     │
-    ││      │ ...   ...   ...  │     │
-    ││      │ 1.00  4.00  4.00 │     │
-    ││      │ 1.00  4.00  5.00 │     │
-    │└──────┴──────────────────┘     │
-    ├────────────────────────────────┤
-    │┌──────┬──────────────────┐     │
-    ││2 @ 0 │axis 3            │     │
-    │├──────┼──────────────────┤     │
-    ││0 @ 1 │ 2.00  0.00  0.00 │     │
-    ││axis 2│ 2.00  0.00  1.00 │     │
-    ││      │ ...   ...   ...  │     │
-    ││      │ 2.00  0.00  4.00 │     │
-    ││      │ 2.00  0.00  5.00 │     │
-    │├──────┼──────────────────┤     │
-    ││1 @ 1 │ 2.00  1.00  0.00 │     │
-    ││axis 2│ 2.00  1.00  1.00 │     │
-    ││      │ ...   ...   ...  │     │
-    ││      │ 2.00  1.00  4.00 │     │
-    ││      │ 2.00  1.00  5.00 │     │
-    │├──────┼──────────────────┤     │
-    ││2 @ 1 │ 2.00  2.00  0.00 │     │
-    ││axis 2│ 2.00  2.00  1.00 │     │
-    ││      │ ...   ...   ...  │     │
-    ││      │ 2.00  2.00  4.00 │     │
-    ││      │ 2.00  2.00  5.00 │     │
-    │├──────┼──────────────────┤     │
-    ││3 @ 1 │ 2.00  3.00  0.00 │     │
-    ││axis 2│ 2.00  3.00  1.00 │     │
-    ││      │ ...   ...   ...  │     │
-    ││      │ 2.00  3.00  4.00 │     │
-    ││      │ 2.00  3.00  5.00 │     │
-    │├──────┼──────────────────┤     │
-    ││4 @ 1 │ 2.00  4.00  0.00 │     │
-    ││axis 2│ 2.00  4.00  1.00 │     │
-    ││      │ ...   ...   ...  │     │
-    ││      │ 2.00  4.00  4.00 │     │
-    ││      │ 2.00  4.00  5.00 │     │
-    │└──────┴──────────────────┘     │
-    ├────────────────────────────────┤
-    │┌──────┬──────────────────┐     │
-    ││3 @ 0 │axis 3            │     │
-    │├──────┼──────────────────┤     │
-    ││0 @ 1 │ 3.00  0.00  0.00 │     │
-    ││axis 2│ 3.00  0.00  1.00 │     │
-    ││      │ ...   ...   ...  │     │
-    ││      │ 3.00  0.00  4.00 │     │
-    ││      │ 3.00  0.00  5.00 │     │
-    │├──────┼──────────────────┤     │
-    ││1 @ 1 │ 3.00  1.00  0.00 │     │
-    ││axis 2│ 3.00  1.00  1.00 │     │
-    ││      │ ...   ...   ...  │     │
-    ││      │ 3.00  1.00  4.00 │     │
-    ││      │ 3.00  1.00  5.00 │     │
-    │├──────┼──────────────────┤     │
-    ││2 @ 1 │ 3.00  2.00  0.00 │     │
-    ││axis 2│ 3.00  2.00  1.00 │     │
-    ││      │ ...   ...   ...  │     │
-    ││      │ 3.00  2.00  4.00 │     │
-    ││      │ 3.00  2.00  5.00 │     │
-    │├──────┼──────────────────┤     │
-    ││3 @ 1 │ 3.00  3.00  0.00 │     │
-    ││axis 2│ 3.00  3.00  1.00 │     │
-    ││      │ ...   ...   ...  │     │
-    ││      │ 3.00  3.00  4.00 │     │
-    ││      │ 3.00  3.00  5.00 │     │
-    │├──────┼──────────────────┤     │
-    ││4 @ 1 │ 3.00  4.00  0.00 │     │
-    ││axis 2│ 3.00  4.00  1.00 │     │
-    ││      │ ...   ...   ...  │     │
-    ││      │ 3.00  4.00  4.00 │     │
-    ││      │ 3.00  4.00  5.00 │     │
-    │└──────┴──────────────────┘     │
-    └────────────────────────────────┘
+    ┌───────────────────────────────────┐
+    │[9]: ;=>+ shape 0:4,1:5,2:6,3:3    │
+    │┌──────┬──────────────────────────┐│
+    ││0 @ 0 │axis 3                    ││
+    │├──────┼──────────────────────────┤│
+    ││0 @ 1 │ 2.87e+21  7.00e-45  0.00 ││
+    ││axis 2│ 0.00      1.93e+3   1.00 ││
+    ││      │ ...       ...       ...  ││
+    ││      │ 2.82e+3   3.04e+3   4.00 ││
+    ││      │ 0.00      0.00      5.00 ││
+    │├──────┼──────────────────────────┤│
+    ││1 @ 1 │ 2.87e+21  1.00     0.00  ││
+    ││axis 2│ 0.00      1.93e+3  1.00  ││
+    ││      │ ...       ...      ...   ││
+    ││      │ 2.82e+3   3.04e+3  4.00  ││
+    ││      │ 0.00      1.00     5.00  ││
+    │├──────┼──────────────────────────┤│
+    ││2 @ 1 │ 2.87e+21  2.00     0.00  ││
+    ││axis 2│ 0.00      1.93e+3  1.00  ││
+    ││      │ ...       ...      ...   ││
+    ││      │ 2.82e+3   3.04e+3  4.00  ││
+    ││      │ 0.00      2.00     5.00  ││
+    │├──────┼──────────────────────────┤│
+    ││3 @ 1 │ 2.87e+21  3.00     0.00  ││
+    ││axis 2│ 0.00      1.93e+3  1.00  ││
+    ││      │ ...       ...      ...   ││
+    ││      │ 2.82e+3   3.04e+3  4.00  ││
+    ││      │ 0.00      3.00     5.00  ││
+    │├──────┼──────────────────────────┤│
+    ││4 @ 1 │ 2.87e+21  4.00     0.00  ││
+    ││axis 2│ 0.00      1.94e+3  1.00  ││
+    ││      │ ...       ...      ...   ││
+    ││      │ 2.82e+3   3.04e+3  4.00  ││
+    ││      │ 0.00      4.00     5.00  ││
+    │└──────┴──────────────────────────┘│
+    ├───────────────────────────────────┤
+    │┌──────┬──────────────────────────┐│
+    ││1 @ 0 │axis 3                    ││
+    │├──────┼──────────────────────────┤│
+    ││0 @ 1 │ 2.87e+21  7.00e-45  0.00 ││
+    ││axis 2│ 1.00      1.93e+3   1.00 ││
+    ││      │ ...       ...       ...  ││
+    ││      │ 2.82e+3   3.04e+3   4.00 ││
+    ││      │ 1.00      0.00      5.00 ││
+    │├──────┼──────────────────────────┤│
+    ││1 @ 1 │ 2.87e+21  1.00     0.00  ││
+    ││axis 2│ 1.00      1.93e+3  1.00  ││
+    ││      │ ...       ...      ...   ││
+    ││      │ 2.82e+3   3.04e+3  4.00  ││
+    ││      │ 1.00      1.00     5.00  ││
+    │├──────┼──────────────────────────┤│
+    ││2 @ 1 │ 2.87e+21  2.00     0.00  ││
+    ││axis 2│ 1.00      1.93e+3  1.00  ││
+    ││      │ ...       ...      ...   ││
+    ││      │ 2.82e+3   3.04e+3  4.00  ││
+    ││      │ 1.00      2.00     5.00  ││
+    │├──────┼──────────────────────────┤│
+    ││3 @ 1 │ 2.87e+21  3.00     0.00  ││
+    ││axis 2│ 1.00      1.93e+3  1.00  ││
+    ││      │ ...       ...      ...   ││
+    ││      │ 2.82e+3   3.04e+3  4.00  ││
+    ││      │ 1.00      3.00     5.00  ││
+    │├──────┼──────────────────────────┤│
+    ││4 @ 1 │ 2.87e+21  4.00     0.00  ││
+    ││axis 2│ 1.00      1.94e+3  1.00  ││
+    ││      │ ...       ...      ...   ││
+    ││      │ 2.82e+3   3.04e+3  4.00  ││
+    ││      │ 1.00      4.00     5.00  ││
+    │└──────┴──────────────────────────┘│
+    ├───────────────────────────────────┤
+    │┌──────┬──────────────────────────┐│
+    ││2 @ 0 │axis 3                    ││
+    │├──────┼──────────────────────────┤│
+    ││0 @ 1 │ 2.87e+21  7.00e-45  0.00 ││
+    ││axis 2│ 2.00      1.93e+3   1.00 ││
+    ││      │ ...       ...       ...  ││
+    ││      │ 2.82e+3   3.04e+3   4.00 ││
+    ││      │ 2.00      0.00      5.00 ││
+    │├──────┼──────────────────────────┤│
+    ││1 @ 1 │ 2.87e+21  1.00     0.00  ││
+    ││axis 2│ 2.00      1.93e+3  1.00  ││
+    ││      │ ...       ...      ...   ││
+    ││      │ 2.82e+3   3.04e+3  4.00  ││
+    ││      │ 2.00      1.00     5.00  ││
+    │├──────┼──────────────────────────┤│
+    ││2 @ 1 │ 2.87e+21  2.00     0.00  ││
+    ││axis 2│ 2.00      1.93e+3  1.00  ││
+    ││      │ ...       ...      ...   ││
+    ││      │ 2.82e+3   3.04e+3  4.00  ││
+    ││      │ 2.00      2.00     5.00  ││
+    │├──────┼──────────────────────────┤│
+    ││3 @ 1 │ 2.87e+21  3.00     0.00  ││
+    ││axis 2│ 2.00      1.93e+3  1.00  ││
+    ││      │ ...       ...      ...   ││
+    ││      │ 2.82e+3   3.04e+3  4.00  ││
+    ││      │ 2.00      3.00     5.00  ││
+    │├──────┼──────────────────────────┤│
+    ││4 @ 1 │ 2.87e+21  4.00     0.00  ││
+    ││axis 2│ 2.00      1.94e+3  1.00  ││
+    ││      │ ...       ...      ...   ││
+    ││      │ 2.82e+3   3.04e+3  4.00  ││
+    ││      │ 2.00      4.00     5.00  ││
+    │└──────┴──────────────────────────┘│
+    ├───────────────────────────────────┤
+    │┌──────┬──────────────────────────┐│
+    ││3 @ 0 │axis 3                    ││
+    │├──────┼──────────────────────────┤│
+    ││0 @ 1 │ 2.87e+21  7.00e-45  0.00 ││
+    ││axis 2│ 3.00      1.93e+3   1.00 ││
+    ││      │ ...       ...       ...  ││
+    ││      │ 2.82e+3   3.04e+3   4.00 ││
+    ││      │ 3.00      0.00      5.00 ││
+    │├──────┼──────────────────────────┤│
+    ││1 @ 1 │ 2.87e+21  1.00     0.00  ││
+    ││axis 2│ 3.00      1.93e+3  1.00  ││
+    ││      │ ...       ...      ...   ││
+    ││      │ 2.82e+3   3.04e+3  4.00  ││
+    ││      │ 3.00      1.00     5.00  ││
+    │├──────┼──────────────────────────┤│
+    ││2 @ 1 │ 2.87e+21  2.00     0.00  ││
+    ││axis 2│ 3.00      1.93e+3  1.00  ││
+    ││      │ ...       ...      ...   ││
+    ││      │ 2.82e+3   3.04e+3  4.00  ││
+    ││      │ 3.00      2.00     5.00  ││
+    │├──────┼──────────────────────────┤│
+    ││3 @ 1 │ 2.87e+21  3.00     0.00  ││
+    ││axis 2│ 3.00      1.93e+3  1.00  ││
+    ││      │ ...       ...      ...   ││
+    ││      │ 2.82e+3   3.04e+3  4.00  ││
+    ││      │ 3.00      3.00     5.00  ││
+    │├──────┼──────────────────────────┤│
+    ││4 @ 1 │ 2.87e+21  4.00     0.00  ││
+    ││axis 2│ 3.00      1.94e+3  1.00  ││
+    ││      │ ...       ...      ...   ││
+    ││      │ 2.82e+3   3.04e+3  4.00  ││
+    ││      │ 3.00      4.00     5.00  ││
+    │└──────┴──────────────────────────┘│
+    └───────────────────────────────────┘
|}];
Train.printf ~here:[%here] ~with_code:flse ~with_grad:false ti;
[%expect
@@ -1125,18 +1125,18 @@ let%expect_test "outer_sum simulating axis concatenation" =
[%expect
{|
HERE: test/einsum/einsum_trivia.ml:1124:21
-    ┌───────────────────────────┐
-    │[7]: =>_tk shape 0:6,1:3   │
-    │┌──────┬──────────────────┐│
-    ││      │axis 1            ││
-    │├──────┼──────────────────┤│
-    ││axis 0│ 0.00  0.00  0.00 ││
-    ││      │ 0.00  0.00  1.00 ││
-    ││      │ ...   ...   ...  ││
-    ││      │ 0.00  0.00  4.00 ││
-    ││      │ 0.00  0.00  5.00 ││
-    │└──────┴──────────────────┘│
-    └───────────────────────────┘
+    ┌───────────────────────────────────┐
+    │[7]: =>_tk shape 0:6,1:3           │
+    │┌──────┬──────────────────────────┐│
+    ││      │axis 1                    ││
+    │├──────┼──────────────────────────┤│
+    ││axis 0│ 2.87e+21  7.00e-45  0.00 ││
+    ││      │ 0.00      1.93e+3   1.00 ││
+    ││      │ ...       ...       ...  ││
+    ││      │ 2.82e+3   3.04e+3   4.00 ││
+    ││      │ 0.00      0.00      5.00 ││
+    │└──────┴──────────────────────────┘│
+    └───────────────────────────────────┘
|}]


let%expect_test "einsum with a leftmost input axis preserved as output axis" =
File "test/training/moons_demo_mini.expected", line 1, characters 0-0:
/usr/bin/git --no-pager diff --no-index --color=always -u _build/default/test/training/moons_demo_mini.expected _build/default/test/training/moons_demo_mini.exe.output
diff --git a/_build/default/test/training/moons_demo_mini.expected b/_build/default/test/training/moons_demo_mini.exe.output
index ab15b52..8055850 100644
--- a/_build/default/test/training/moons_demo_mini.expected
+++ b/_build/default/test/training/moons_demo_mini.exe.output
@@ -3,18 +3,18 @@ Found 0, in the config file
Half-moons scatterplot and decision boundary:
┌─────────────────────────┐
│*********#***************│
-│***###########********...│
-│**#############***.......│
+│***###########**********.│
+│**#############****......│
│*######%%*######.....%%%.│
│#####**%%%..#####....%%%%│
│####***%%%%..####...%%%%.│
│###***.%%%%...###..%%%%%.│
│###*....%%%%%%%##.%%%%%..│
-│***......%%%%%%%%%%%%%...│
-│**.........%%%%%%%%%%....│
+│**.......%%%%%%%%%%%%%...│
+│...........%%%%%%%%%%....│
└─────────────────────────┘Loss:
┌─────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐
-│ 2.66│-                                                                                                   │
+│ 3.73│-                                                                                                   │
│     │                                                                                                    │
│     │                                                                                                    │
│     │                                                                                                    │
@@ -23,8 +23,8 @@ Half-moons scatterplot and decision boundary:
│     │                                                                                                    │
│     │                                                                                                    │
│     │                                                                                                    │
-│     │ -                                                                                                  │
│     │                                                                                                    │
+│     │ -                                                                                                  │
│     │                                                                                                    │
│     │                                                                                                    │
│     │                                                                                                    │
@@ -33,9 +33,10 @@ Half-moons scatterplot and decision boundary:
│     │                                                                                                    │
│     │                                                                                                    │
│l    │                                                                                                    │
-│o    │  -                                                                                                 │
-│s    │   -                                                                                                │
+│o    │                                                                                                    │
+│s    │  -                                                                                                 │
│s    │                                                                                                    │
+│     │   -                                                                                                │
│     │                                                                                                    │
│     │                                                                                                    │
│     │                                                                                                    │
@@ -47,46 +48,45 @@ Half-moons scatterplot and decision boundary:
│     │                                                                                                    │
│     │      -                                                                                             │
│     │                                                                                                    │
-│     │       -  - -                                                                                       │
-│     │                -                                                                                   │
-│     │        -  -                                                                                        │
-│     │             - -  - -  -        -  -                                                            -   │
-│     │                                 -                                                                  │
-│     │                 -       ---        ---           -              -                 -                │
-│ 0.00│                     --     - --        ---- ----  --- ---- ----  --- ---- ---- ---  ---- ---- - -- │
+│     │       -  -                                                                                         │
+│     │                                                                                                    │
+│     │        -  --                                                                                       │
+│     │             - -  -                                                                             -   │
+│     │                --     -        -- -              -                                -                │
+│ 0.00│                    ---  ---- --    --- ---- ----  --- ---- ---- ---- ---- ---- ---  ---- ---- - -- │
├─────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤
│     │0.00                                                                                         7.90e+1│
│     │                                                step                                                │
└─────┴────────────────────────────────────────────────────────────────────────────────────────────────────┘Log-loss, for better visibility:
┌─────────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐
-│ 9.79e-1 │-                                                                                                   │
+│ 1.31    │-                                                                                                   │
│         │ -                                                                                                  │
│         │                                                                                                    │
│         │  --                                                                                                │
│         │     -                                                                                              │
│         │                                                                                                    │
│         │      -                                                                                             │
-│         │       -  - -   -                                                                                   │
-│         │        -  -                                                                                        │
-│         │             - -  - -  -        -  -                                                                │
-│         │                                 -                                                              -   │
-│         │                                     -            -                                -                │
-│         │                 -                  -                                                               │
-│         │                         ---          -                          -                                  │
-│         │                     -        -            - -  -  -   -                                            │
-│         │                                                          -                 -         -             │
-│l        │                      -                        -             -      -                   -  - -      │
-│o        │                                                                   -                                │
-│g        │                               -                              -                                     │
-│         │                                              -     -                        -            -      -  │
-│l        │                                        - -                    -                -                   │
-│o        │                                                         -                                          │
-│s        │                                                                      -                             │
-│s        │                                                        -   -          -                            │
-│         │                                                                                                    │
+│         │       -  -                                                                                         │
+│         │        -   -                                                                                       │
+│         │           -                                                                                        │
+│         │             -    -                                                                             -   │
+│         │               -                 - -                                                                │
+│         │                -      -        -                 -                                                 │
+│         │                 -                                                                 -                │
+│         │                     -     -          -                                                             │
+│         │                    -    -          --                    -                                - -      │
+│l        │                      -   -                  -         -         -      -   -         -             │
+│o        │                                                -  -         -                                   -  │
+│g        │                              -                -                       -                            │
+│         │                                                    -    -         -- -                   -         │
+│l        │                                                            -            -                          │
+│o        │                                          -                                                         │
+│s        │                               -        -                                            -              │
+│s        │                                              -                                                     │
│         │                                                                                                    │
+│         │                                                              --             -         --           │
+│         │                                           -                                    -                   │
│         │                                                                                                    │
-│         │                                                                                       -            │
│         │                                                                                                    │
│         │                                                                                                    │
│         │                                                                                                    │
@@ -98,7 +98,7 @@ Half-moons scatterplot and decision boundary:
│         │                                                                                                    │
│         │                                                                                                    │
│         │                                                                                                    │
-│ -1.00e+1│                            -            -           -            -     -- -  -  --  -      -  -  - │
+│ -1.00e+1│                            -            -           -  -         -        -  -  --         -  -  - │
├─────────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤
│         │0.00                                                                                         7.90e+1│
│         │                                                step                                                │
File "test/training/moons_demo_parallel.expected", line 1, characters 0-0:
/usr/bin/git --no-pager diff --no-index --color=always -u _build/default/test/training/moons_demo_parallel.expected _build/default/test/training/moons_demo_parallel.exe.output
diff --git a/_build/default/test/training/moons_demo_parallel.expected b/_build/default/test/training/moons_demo_parallel.exe.output
index 26ca5c7..dd5b982 100644
--- a/_build/default/test/training/moons_demo_parallel.expected
+++ b/_build/default/test/training/moons_demo_parallel.exe.output
@@ -1,6 +1,6 @@
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
-Epoch loss: 10.801180
+Epoch loss: 10.152754


Half-moons scatterplot and decision boundary:
┌────────────────────────────────────────────────────────────────────────────────────────────────────┐
@@ -9,91 +9,91 @@ Half-moons scatterplot and decision boundary:
│*******************#******#*#**#**##**##*#**#***#***************************************************│
│***************#********#***#**#**#**#*#*##**##**##*************************************************│
│*************#****#*###**#*##*#*##***##*#######******#**********************************************│
-│*****************#*#****#***#***#*#*#*********#*##*##*********************************************..│
-│************#***##*###***#*#********#**#***##*#***##***#***************************************.....│
-│**********#***#****#####*#***###******#*#*#***#***#***#*##**#********************************.......│
-│***********####*#***#****#*#*****##****#**********##*************************************...........│
-│*********#****#***#**##*#*#*#*******#**##*#*##*##*#*#**#**##**************************..............│
-│**********#**#*###**#**********************#***#***#**#*##***#*********************.................│
-│***#**#****###*##*#*##************%************##*##**#*#*#*********************....................│
-│***#**#**#*#***###**#*#**********%******%********#***#****#****#*************.......................│
-│********#**###***#******************************#***#*#**#***###*********...............%.%....%....│
-│**#********####*#**#**********%******%*%************#**##***##***#****............................%.│
-│****##*****##****#************%******%****************#**#*#*#*##*#.............................%...│
-│***#*#**#***#*#****************%*%*****%*************#*##*#*#**..#...........................%.%.%..│
-│*#*#**#**#*#***#***************%*%*%%*%*****************###*....#.###...................%.%..%...%.%│
-│****##**##******************************%****************###.##..#.#.....................%%%..%.%%..│
-│***#***##*##*****************%*%%*%%%*%*************.....#.#.####.#.#...................%%%%.%..%...│
-│#*#*#*#**#*#*****************%****%*%*%%%******...........#.............................%....%.%.%..│
-│##*##***#**#*****************%***%%*%%**%*.%..................#...#.#............................%%.│
-│*#**#******#*********************%**%...%%..................##...#.###...............%.%%.%..%......│
-│#***#*##**#*********************.%...%...%.......................#..#.................%.%%.%%%..%%%.│
-│*#*##***##*****************......%.%%%.%....................###..#.##..................%.%%.........│
-│******#*#*************............%%.%.%%%%.........................#............%.%..%%..%..%......│
-│*****#****#******.....................%.%.%...................#....#..............%.%..%..%.%..%%%..│
-│*****##****.....................%...%...%%.%%..%...................#............%....%%%.%%..%......│
-│******............................%..%.%%.%%.%..%%.%%...........#.##..............%%%%.........%....│
-│*..................................%%..%...%..%%%%..........................%%%.....%.%..%.%........│
-│......................................%..%.%..%..%....................%..%..%%%%.%.%%%%%...%%.......│
-│....................................%%...%%%.%%%%.%.%.%%.....%...........%.%%%%%.%....%.%...........│
-│........................................%..%.......%.%%%....%%.%..%%%.%%..%.%.%.%..%................│
-│........................................%...%%..%....%..%%.%%.%.%....%....%%%..%.%%..%.%............│
-│...........................................%%....%..%.%%%..%%%....%%.%...%%...%%...%%...%%..........│
-│.............................................%.%..%..%%%%%.%....%%...%%.%..%..%....%................│
-│...........................................%............%..%%.....%%..%.%.%....%....................│
-│...................................................%...%.%..%.%.......%%...%........................│
-│........................................................%%%.....%.%..%..%.....%..%..................│
-│......................................................%....%%%%.%.%.%....%..........................│
+│*****************#*#****#***#***#*#*#*********#*##*##***********************************************│
+│************#***##*###***#*#********#**#***##*#***##***#********************************************│
+│**********#***#****#####*#***###******#*#*#***#***#***#*##**#***************************************│
+│***********####*#***#****#*#*****##****#**********##************************************************│
+│*********#****#***#**##*#*#*#*******#**##*#*##*##*#*#**#**##****************************************│
+│**********#**#*###**#**********************#***#***#**#*##***#****************************..........│
+│***#**#****###*##*#*##************%************##*##**#*#*#********************.....................│
+│***#**#**#*#***###**#*#**********%******%********#***#****#****#*****...............................│
+│********#**###***#******************************#***#*#**#...###........................%.%....%....│
+│**#********####*#**#**********%******%*%********....#..##...##...#................................%.│
+│****##*****##****#************%******%................#..#.#.#.##.#.............................%...│
+│***#*#**#***#*#*************...%.%.....%.............#.##.#.#....#...........................%.%.%..│
+│*#*#**#**#*#***#**********.....%.%.%%.%.................###.....#.###...................%.%..%...%.%│
+│****##**##***************...............%................###.##..#.#.....................%%%..%.%%..│
+│***#***##*##***********......%.%%.%%%.%..................#.#.####.#.#...................%%%%.%..%...│
+│#*#*#*#**#*#*********........%....%.%.%%%.................#.............................%....%.%.%..│
+│##*##***#**#********.........%...%%.%%..%..%..................#...#.#............................%%.│
+│*#**#******#******...............%..%...%%..................##...#.###...............%.%%.%..%......│
+│#***#*##**#********..............%...%...%.......................#..#.................%.%%.%%%..%%%.│
+│*#*##***##*********..............%.%%%.%....................###..#.##..................%.%%.........│
+│******#*#**********...............%%.%.%%%%.........................#............%.%..%%..%..%......│
+│*****#****#*********..................%.%.%...................#....#..............%.%..%..%.%..%%%..│
+│*****##*************............%...%...%%.%%..%...................#............%....%%%.%%..%......│
+│********************..............%..%.%%.%%.%..%%.%%...........#.##..............%%%%.........%....│
+│*********************..............%%..%...%..%%%%..........................%%%.....%.%..%.%........│
+│*********************.................%..%.%..%..%....................%..%..%%%%.%.%%%%%...%%.......│
+│*********************...............%%...%%%.%%%%.%.%.%%.....%...........%.%%%%%.%....%.%...........│
+│**********************..................%..%.......%.%%%....%%.%..%%%.%%..%.%.%.%..%................│
+│**********************..................%...%%..%....%..%%.%%.%.%....%....%%%..%.%%..%.%............│
+│**********************.....................%%....%..%.%%%..%%%....%%.%...%%...%%...%%...%%..........│
+│***********************......................%.%..%..%%%%%.%....%%...%%.%..%..%....%................│
+│***********************....................%............%..%%.....%%..%.%.%....%....................│
+│***********************............................%...%.%..%.%.......%%...%........................│
+│************************................................%%%.....%.%..%..%.....%..%..................│
+│************************..............................%....%%%%.%.%.%....%..........................│
└────────────────────────────────────────────────────────────────────────────────────────────────────┘
Batch Log-loss:
┌─────────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐
-│ 3.84    │-                                                                                                   │
+│ 3.62    │-                                                                                                   │
+│         │-                                                                                                   │
│         │                                                                                                    │
│         │                                                                                                    │
-│         │-                                                                                                   │
│         │                                                                                                    │
│         │                                                                                                    │
-│         │ - -                --                                                                              │
-│         │  -  ---- ---- ----   -- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- │
-│         │ -                               - ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- │
-│         │------------------- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- │
-│         │-         -        - -- ---- ---- ----  ---- ---- ---- ---- ---- ----                               │
-│         │-   -- - - -- ----                     ---- ---                       ---- ---- ---- ---- ---- ---  │
-│         │---   -            --   -                      - ---- ---  --                                     - │
-│b        │                     --  ---                             -   -- - -- - -- --- -                     │
-│a        │- -  -                       -- -                  - -   --   ------ ------ -- ---------------------│
-│t        │ -     -                 --    -  ----      -  ---  - - -  - -      -        -                     -│
-│c        │  - - -- -- ---      ---- ---- ---- ----  --- -- - -  -  -   -  -    -                              │
-│h        │ -  -  --  --   ---   - -  --- -    -   --      -   --  - --  --  ---  ---- ---- ---- ----          │
-│         │   -  - -- -  ------ -            -  -   -                                                 ---- ----│
-│l        │   -     - - -- - - -       --      - --  - -  - - -      -                 -                       │
-│o        │      ---        -             ---       - -- - --  --- -- - ---- -- -       -         -    -       │
-│g        │   --       -        -    -                                         -  ---- -  -    - - -- - -    --│
-│         │                   -       -              -   -                      -        -  ---          - --  │
-│l        │                        -                    --    -                                             -  │
-│o        │-                      -                       -    -                                               │
-│s        │                      -                           -                                                 │
-│s        │ -  -                                    -       -     -                                     -     -│
-│         │        -       -                           -      -  -  -                                    - -   │
-│         │                                       -            -       -                                       │
-│         │                                                             -                                    - │
-│         │                                          -    -                     -                              │
-│         │              -                                                                                     │
-│         │                                                -          -                                        │
-│         │            -                                           -                                           │
-│         │                                           -                                                        │
-│         │                                                     -                                              │
+│         │             - ---- ---                                                                             │
+│         │      --- ---          - ---- ---- ----                            -- - -- -- - ---- ---- ---- ---- │
+│         │   - ---- ---  ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- │
+│         │------------------------------------------------- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- │
+│         │   -    --- -  --- - -                    -   -- - -- ---- ---    -    -                         -  │
+│         │      -       -     - - -                                     - -- - -- - ---- ---- ---  -- - ---  -│
+│         │   - -- -  -             -   --                                                        -   -     -  │
+│b        │    -     --              --   -   - -                                                              │
+│a        │         -  - - -  -   -          - --  --  --  ---  ---  -   -           -             -  -- -   --│
+│t        │                    ---    - -  ---   -- --   --   --   -- - - --- ------------------ -- --- -- -- -│
+│c        │     -  -      - -   - -  -  - -   -      --  -    --             -    -                    -    -  │
+│h        │           -    ----  - --                     -                  --         -      --  -         - │
+│         │              -  -        -- ---     -                  -              --        -       -  - --    │
+│l        │             -    -       - -   -                        - - -                                     -│
+│o        │            -    -    -     -       -    - - -    -         -   -   --      -     -                -│
+│g        │                -  -                      -    -    -  -      --        ---   --   -  -  -   -  --  │
+│         │     -     -                                             -         -                   -   -    -   │
+│l        │             --                       -                   -                               -         │
+│o        │           -                             -                   -            -                         │
+│s        │                                                                                                    │
+│s        │                               - -                            -                                     │
+│         │                     --           -                                                                 │
+│         │                                              - -                          -                        │
+│         │                                                                                                    │
+│         │                                       -           -                                                │
+│         │                 -                                                                                  │
+│         │                                                                                                    │
+│         │                                                 -                                                  │
+│         │                                                                                                    │
+│         │                                                                                                    │
+│         │                                                                                                    │
│         │                                                                                                    │
│         │                                                                                                    │
-│         │                                    -                                                               │
-│ -1.04e+1│ ---------------------------------------------------------------------------------------------------│
+│ -1.04e+1│    ------------------------------------------------------------------------------------------------│
├─────────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤
│         │0.00                                                                                         1.59e+3│
│         │                                                step                                                │
└─────────┴────────────────────────────────────────────────────────────────────────────────────────────────────┘
Epoch Log-loss:
┌─────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐
-│ 4.38│-                                                                                                   │
+│ 4.69│-                                                                                                   │
│     │                                                                                                    │
│     │                                                                                                    │
│     │                                                                                                    │
@@ -110,29 +110,29 @@ Epoch Log-loss:
│p    │                                                                                                    │
│o    │                                                                                                    │
│c    │                                                                                                    │
-│h    │                                                                                                    │
+│h    │ -                                                                                                  │
│     │                                                                                                    │
-│l    │                                                                                                    │
+│l    │  -                                                                                                 │
│o    │                                                                                                    │
│g    │                                                                                                    │
│     │                                                                                                    │
│l    │                                                                                                    │
│o    │                                                                                                    │
-│s    │                                                                                                    │
-│s    │                                                                                                    │
-│     │                                                                                                    │
-│     │                                                                                                    │
-│     │                                                                                                    │
-│     │                                                                                                    │
-│     │ -                                                                                                  │
-│     │                                                                                                    │
-│     │   -      -                                                                                         │
-│     │  -  ----  --- ---- --   --                                                                         │
-│     │                      --   -- ----                                                                  │
-│     │                                   ---- ---- ---                                                    │
-│     │                                                - ---- ---- ---  -                                  │
-│     │                                                               -  --- ---- ---  ---                 │
-│ 2.37│                                                                              -    - ---- ---- ---- │
+│s    │   -                                                                                                │
+│s    │     --                                                                                             │
+│     │       -                                                                                            │
+│     │        -                                                                                           │
+│     │                                                                                                    │
+│     │          -                                                                                         │
+│     │           -                                                                                        │
+│     │            --                                                                                      │
+│     │                - -                                                                                 │
+│     │               - -  ---                                                                             │
+│     │                       - -                                                                          │
+│     │                          --- --                                                                    │
+│     │                                -- ---                                                              │
+│     │                                      - ---- - -- - -- -     -                                      │
+│ 2.29│                                              -    -    --- - -- ---- ---- ---- ---- ---- ---- ---- │
├─────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤
│     │0.00                                                                                         7.90e+1│
│     │                                                step                                                │
File "test/training/moons_demo.expected", line 1, characters 0-0:
/usr/bin/git --no-pager diff --no-index --color=always -u _build/default/test/training/moons_demo.expected _build/default/test/training/moons_demo.exe.output
diff --git a/_build/default/test/training/moons_demo.expected b/_build/default/test/training/moons_demo.exe.output
index a39bfc5..b7bff01 100644
--- a/_build/default/test/training/moons_demo.expected
+++ b/_build/default/test/training/moons_demo.exe.output
@@ -4,47 +4,47 @@ Half-moons scatterplot and decision boundary:
┌────────────────────────────────────────────────────────────────────────────────────────────────────┐
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│********************************##*#*******#********************************************************│
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+│*****##*************............%...%...%%.%%..%...............****#*...........%....%%%.%%..%......│
+│*******************...............%..%.%%.%%.%..%%.%%...........#.##..............%%%%.........%....│
+│*******************................%%..%...%..%%%%..........................%%%.....%.%..%.%........│
+│*******************...................%..%.%..%..%....................%..%..%%%%.%.%%%%%...%%.......│
+│******************..................%%...%%%.%%%%.%.%.%%.....%...........%.%%%%%.%....%.%...........│
+│******************......................%..%.......%.%%%....%%.%..%%%.%%..%.%.%.%..%................│
+│*****************.......................%...%%..%....%..%%.%%.%.%....%....%%%..%.%%..%.%............│
+│*****************..........................%%....%..%.%%%..%%%....%%.%...%%...%%...%%...%%..........│
+│****************.............................%.%..%..%%%%%.%....%%...%%.%..%..%....%................│
+│****************...........................%............%..%%.....%%..%.%.%....%....................│
+│****************...................................%...%.%..%.%.......%%...%........................│
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+│***************.......................................%....%%%%.%.%.%....%..........................│
└────────────────────────────────────────────────────────────────────────────────────────────────────┘Loss:
┌────────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐
-│ 2.61e+1│-                                                                                                   │
+│ 2.69e+1│-                                                                                                   │
│        │                                                                                                    │
│        │                                                                                                    │
│        │                                                                                                    │
@@ -75,58 +75,58 @@ Half-moons scatterplot and decision boundary:
│        │                                                                                                    │
│        │                                                                                                    │
│        │                                                                                                    │
+│        │-                                                                                                   │
│        │                                                                                                    │
+│        │      -                                                                                             │
│        │                                                                                                    │
-│        │                                                                                                    │
-│        │ --                   -                                                                             │
-│        │-     ---    - ---     -                                                                            │
-│        │   - - -   --  - -- -- - ----  -   ---    --       --                                               │
-│        │----  - - - --  - - - -- ---- - --    - --   ---- ---- ---- ---- ---   -                            │
-│        │-------------- ---- ---- ---- ---- --    --- ---- - -- ---- ---- ---- ---- ---- ---- ---- ---- ---- │
+│        │- -- -                                                                                              │
+│        │ -   ----         - ---- ---- -  -                                                                  │
+│        │--   ---- ---- ---- ----       --  ---- ---  -                                                      │
+│        │---- -------------- ---- ---- ---- ---- -  - ---- ---- ---- ---                                     │
│ 0.00   │----------------------------------------------------------------------------------------------------│
├────────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤
│        │0.00                                                                                         6.39e+3│
│        │                                                step                                                │
└────────┴────────────────────────────────────────────────────────────────────────────────────────────────────┘Log-loss, for better visibility:
┌─────────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐
-│ 3.26    │-                                                                                                   │
-│         │                                                                                                    │
+│ 3.29    │-                                                                                                   │
│         │                                                                                                    │
│         │                                                                                                    │
│         │                                                                                                    │
│         │                                                                                                    │
-│         │ --                   -                                                                             │
-│         │-  -  ---   -- ---- -  -           -                                                                │
-│         │     ---  -- - ---   --- ---- ----  --- ---- ---- ---- -                                            │
-│         │---- ---- - -     - -  - ---- --                  ---  ---- ---- ---- ---- -- - ----    -   -    -  │
-│         │ --- --------- ---- -- - ---- - -- -       - ----    -  --- ---- ---- ---- ---- ---- ---- ---- ---- │
-│         │-------- ----  ---- ---- ---- --    ---  --         -                                               │
-│         │--   - -   --- ---  ---  -  -           -         -- -                                              │
-│         │--   --- - --  -  -   --  -   --              ---  --- ----    -  -                                 │
-│         │--- ----  - --   -   ---       -           - -    -- -      ---  - --  -                            │
-│         │--  -  - -    -  --  -      -  --               -   -  -            - - -- ---        -   -  -  - - │
-│l        │- - - -- -  -  ---  -  - -- -  --  -  ----- --   -  -   --  -   ---   - ------- ---- --------  - -  │
-│o        │- ---- ---- -- ------ - -  -   -- ----- -- -  ---------- -- ---- ------- ---- -- ------ - -- - -- - │
-│g        │  - --  ---- ------ - ----- -  ---- -   -- -- - ---  ---- ---- ----  -- --   - ------------- ----- -│
-│         │- - -- --  ------ -- -  ----  - -- --    --  -- -  - - ------  -    - - ---- -- -  - - -- - ---   --│
-│l        │---    --  - ---- - -  --- ---   -- - -   --  --- -------- -------    - -   - --- -----  - -------  │
-│o        │- - -  --  ----- - - ---- - --  - - -- --- -- -  ------   ---- ---- - ---- -           --        - -│
-│s        │-      --------- -  --  ----  ---- -- -  -- ----  -- ---- -   -- - -----   -- - -   -       -     --│
-│s        │    ----   - -------- --  -----   -    -- -  -  -  - --- --   -- -- -    ---  -      -  ---  - -  - │
-│         │  - --   ------ - - --   -- ----- -- --     -  ---- ----  --    -  ---     - - -  - -- -  --  ---   │
-│         │-- --   -  --      -  - -  - -  - ---       -  - -- -   -  --  -- - - - -    -  -  -  ----      -  -│
-│         │--- -- -   - - -       -  -        ----  ----   ---  ---        --  -- -  -    --   -- -  -  - -  --│
-│         │ -  -       -      ---   -   -  --  -                 -  - -     - -           -   -      -   -     │
-│         │    --  ---    -          - - -            -    -    --       --       -----       -              - │
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-│         │  -          -   -                                     -                -                     -     │
-│         │   -      -                       -                            -                                    │
-│         │   -                                           -             -                                      │
-│         │    -               -                                 -                                             │
+│         │-                                                                                                   │
+│         │      -                                                                                             │
+│         │- -- ---            --     -                                                                        │
+│         │ -   - -- ----    - ---- -- - ----                                                                  │
+│         │---- ---- - -  ---- ---            ---- ---- -                                                      │
+│         │---- -- ------ ---- - -  ---- -- -           - --    -  --                                          │
+│         │---- --- -- - ----- -- -        -  ---- --    -   ---  -  - ---                                     │
+│         │- -- ---   -   - -- ---                   --  - - -- - ----  - -  - -                               │
+│         │-- - - - -- -   ---  ---                       -            - -- -- - - --  -    -      -           │
+│         │-  -- -  ---- --  - - -                             -            - -   - - -                --      │
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+│s        │- -    -      - -----------   -   --    -   -  -         -- -    --     - -  -  -  -  --   -  - --  │
+│         │        -   -   -  -- ---        - - - -     - ---  -    --     -  - -           -                  │
+│         │--- -  --        - - ------     -    - --     -        -             -    -         -               │
+│         │            -    -  - --  --      -     -              -                           -       - -      │
+│         │   --      - -  --  - - -   - -   -     -    -          -                   -                -   -  │
+│         │   -  -           --       -         -                     -   -    -                               │
+│         │     - -         --                          -            --                                        │
+│         │                 --         -        -   -        -                         -        -              │
+│         │                         -                                                                          │
+│         │                    -                 -                     -                                       │
+│         │   -                                 -                                                              │
+│         │             -                                     -                                                │
+│         │                                                                -                                   │
│         │                                                                                                    │
-│         │                            -                                                   -                   │
-│         │                                  -   -                                                             │
+│         │                                       -                                                            │
│         │                                                                                                    │
│ -1.00e+1│----------------------------------------------------------------------------------------------------│
├─────────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤
"/usr/bin/env" "bash" "-c" "opam exec -- dune build @install @check @runtest && rm -rf _build" failed with exit status 1
2025-08-14 09:17.24: Job failed: Failed: Build failed