Organisationsahrefsocannl075bc6 ()debian-12-5.3_opam-2.4

debian-12-5.3_opam-2.4

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2025-08-14 21:08.43: New job: test ahrefs/ocannl https://github.com/ahrefs/ocannl.git#refs/heads/master (075bc6a5afacfe4b756f2a95ed4d5fb87d4da681) (linux-x86_64:debian-12-5.3_opam-2.4)
Base: ocaml/opam:debian-12-ocaml-5.3@sha256:6c3206584a61f2e7d9bdcd4f930a97703856d06e2a2b9a11f433c0021b4a169d
Opam project build


To reproduce locally:


git clone --recursive "https://github.com/ahrefs/ocannl.git" -b "master" && cd "ocannl" && git reset --hard 075bc6a5
cat > Dockerfile <<'END-OF-DOCKERFILE'
FROM ocaml/opam:debian-12-ocaml-5.3@sha256:6c3206584a61f2e7d9bdcd4f930a97703856d06e2a2b9a11f433c0021b4a169d
# debian-12-5.3_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 21:08.43: Using cache hint "ahrefs/ocannl-ocaml/opam:debian-12-ocaml-5.3@sha256:6c3206584a61f2e7d9bdcd4f930a97703856d06e2a2b9a11f433c0021b4a169d-debian-12-5.3_opam-2.4-83f2c92a8149933d384aef7c4711fb31"
2025-08-14 21:08.43: Using OBuilder spec:
((from ocaml/opam:debian-12-ocaml-5.3@sha256:6c3206584a61f2e7d9bdcd4f930a97703856d06e2a2b9a11f433c0021b4a169d)
(comment debian-12-5.3_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 21:08.43: Waiting for resource in pool OCluster
2025-08-14 21:08.43: Waiting for worker…
2025-08-14 21:08.43: Got resource from pool OCluster
Building on phoebe
HEAD is now at 153e04bc Fixed, correct surjectivity testing for initialization; problem spotted and fixed by Claude Opus with my guidance on the surjectivity algo/heuristic
HEAD is now at 075bc6a5 The previous change is_bijective -> is_surjective was a mistake, but we can do better altogether, collab with Claude


(from ocaml/opam:debian-12-ocaml-5.3@sha256:6c3206584a61f2e7d9bdcd4f930a97703856d06e2a2b9a11f433c0021b4a169d)
2025-08-14 21:08.44 ---> using "8eaf3f2decb526ca35ad09f39f5f0c6ba5d9f4967b3f669a74b96aa9bc58a9eb" from cache


/: (comment debian-12-5.3_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 21:08.44 ---> using "9bfb5ad4db617b7c882826218e397cb82a80f1ec507c9ebd6af72d0eac172351" 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 21:08.44 ---> using "73df1b0e85c59612791ca1b06818024498a4e21db22828164bcac4b86a132d2a" from cache


/src: (run (shell "uname -rs && opam exec -- ocaml -version && opam --version"))
Linux 6.8.0-63-generic
The OCaml toplevel, version 5.3.0
2.4.1
2025-08-14 21:08.44 ---> using "bef70556134d0e5209ca1f42df4e75fea5611e6c7646e7e2d9326cf708050a96" from cache


/src: (workdir /src)


/src: (run (shell "sudo chown opam /src"))
2025-08-14 21:08.44 ---> using "e8b8362c5a4607ac8e4cae4eccf1d4704f31fa570f8fb802aafff16220f66edd" 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 21:08.44 ---> using "7b5e471a9ce5351d615a5fa05832ea7c8a2adceaa1d621a289da90c524e9796d" from cache


/src: (copy (src neural_nets_lib.opam arrayjit.opam) (dst ./))
2025-08-14 21:08.44 ---> using "a1fe2d0438f677b8bc510dd8fd9083eea5b77fe36a94cb6bdb2942a4ec3ad21f" 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 21:08.44 ---> using "7a4e10069c382a968c2262fdfa4be5617ab472275f69329984523ffa68bf6385" from cache


/src: (run (network host)
(shell "echo '(lang dune 3.0)' > './dune-project'"))
2025-08-14 21:08.44 ---> using "de8ce623745ec564ccf215bcbba29eb6c655cf00769a51663530e27efea1fd42" 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://deb.debian.org/debian bookworm InRelease [151 kB]
- Get:2 http://deb.debian.org/debian bookworm-updates InRelease [55.4 kB]
- Get:3 http://deb.debian.org/debian-security bookworm-security InRelease [48.0 kB]
- Get:4 http://deb.debian.org/debian bookworm-updates/main amd64 Packages.diff/Index [21.8 kB]
- Ign:4 http://deb.debian.org/debian bookworm-updates/main amd64 Packages.diff/Index
- Get:5 http://deb.debian.org/debian bookworm-updates/main amd64 Packages [6924 B]
- Get:6 http://deb.debian.org/debian-security bookworm-security/main amd64 Packages [274 kB]
- Fetched 557 kB in 1s (920 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"
- debconf: delaying package configuration, since apt-utils is not installed
- Selecting previously unselected package libcurl4-gnutls-dev:amd64.
- (Reading database ... 
(Reading database ... 5%
(Reading database ... 10%
(Reading database ... 15%
(Reading database ... 20%
(Reading database ... 25%
(Reading database ... 30%
(Reading database ... 35%
(Reading database ... 40%
(Reading database ... 45%
(Reading database ... 50%
(Reading database ... 55%
(Reading database ... 60%
(Reading database ... 65%
(Reading database ... 70%
(Reading database ... 75%
(Reading database ... 80%
(Reading database ... 85%
(Reading database ... 90%
(Reading database ... 95%
(Reading database ... 100%
(Reading database ... 18778 files and directories currently installed.)
- Preparing to unpack .../0-libcurl4-gnutls-dev_7.88.1-10+deb12u12_amd64.deb ...
- Unpacking libcurl4-gnutls-dev:amd64 (7.88.1-10+deb12u12) ...
- Selecting previously unselected package libffi-dev:amd64.
- Preparing to unpack .../1-libffi-dev_3.4.4-1_amd64.deb ...
- Unpacking libffi-dev:amd64 (3.4.4-1) ...
- Selecting previously unselected package libpkgconf3:amd64.
- Preparing to unpack .../2-libpkgconf3_1.8.1-1_amd64.deb ...
- Unpacking libpkgconf3:amd64 (1.8.1-1) ...
- Selecting previously unselected package pkgconf-bin.
- Preparing to unpack .../3-pkgconf-bin_1.8.1-1_amd64.deb ...
- Unpacking pkgconf-bin (1.8.1-1) ...
- Selecting previously unselected package pkgconf:amd64.
- Preparing to unpack .../4-pkgconf_1.8.1-1_amd64.deb ...
- Unpacking pkgconf:amd64 (1.8.1-1) ...
- Selecting previously unselected package pkg-config:amd64.
- Preparing to unpack .../5-pkg-config_1.8.1-1_amd64.deb ...
- Unpacking pkg-config:amd64 (1.8.1-1) ...
- Selecting previously unselected package zlib1g-dev:amd64.
- Preparing to unpack .../6-zlib1g-dev_1%3a1.2.13.dfsg-1_amd64.deb ...
- Unpacking zlib1g-dev:amd64 (1:1.2.13.dfsg-1) ...
- Setting up libcurl4-gnutls-dev:amd64 (7.88.1-10+deb12u12) ...
- Setting up libffi-dev:amd64 (3.4.4-1) ...
- Setting up libpkgconf3:amd64 (1.8.1-1) ...
- Setting up pkgconf-bin (1.8.1-1) ...
- Setting up zlib1g-dev:amd64 (1:1.2.13.dfsg-1) ...
- Setting up pkgconf:amd64 (1.8.1-1) ...
- Setting up pkg-config:amd64 (1.8.1-1) ...
- Processing triggers for libc-bin (2.36-9+deb12u10) ...
2025-08-14 21:08.44 ---> using "af25b3e86b09cbd725527367f014d5fd3eef992e417c5fb33da270f4b8718964" 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)
-> installed conf-libcurl.2
-> retrieved cmdliner.1.3.0  (cached)
-> retrieved cppo.1.8.0  (cached)
-> installed conf-pkg-config.4
-> retrieved csexp.1.5.2  (cached)
-> retrieved csv.2.4  (cached)
-> retrieved ctypes.0.23.0, ctypes-foreign.0.23.0  (cached)
-> installed conf-libffi.2.0.0
-> installed conf-zlib.1
-> retrieved curl.0.10.0  (cached)
-> retrieved fieldslib.v0.17.0  (cached)
-> retrieved fmt.0.11.0  (cached)
-> retrieved integers.0.7.0  (cached)
-> retrieved jane-street-headers.v0.17.0  (cached)
-> retrieved jst-config.v0.17.0  (cached)
-> retrieved logs.0.9.0  (cached)
-> retrieved mtime.2.1.0  (cached)
-> retrieved multicore-magic.2.3.1  (cached)
-> retrieved 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 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_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 ppx_hash.v0.17.0  (cached)
-> retrieved ppx_here.v0.17.0  (cached)
-> installed cmdliner.1.3.0
-> installed num.1.6
-> retrieved ppx_inline_test.v0.17.1  (cached)
-> retrieved ppx_optcomp.v0.17.1  (cached)
-> retrieved ppx_minidebug.2.3.0  (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 ptime.1.2.0  (cached)
-> retrieved re.1.13.2  (cached)
-> retrieved result.1.5  (cached)
-> retrieved saturn_lockfree.0.5.0  (cached)
-> retrieved seq.base  (cached)
-> installed seq.base
-> retrieved sexplib.v0.17.0  (cached)
-> retrieved sexplib0.v0.17.0  (cached)
-> retrieved 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 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 ocamlbuild.0.16.1
-> installed topkg.1.1.0
-> installed uutf.1.0.4
-> installed mtime.2.1.0
-> 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 ctypes-foreign.0.23.0
-> installed dune-site.3.19.1
-> installed ppxlib.0.36.0
-> installed uucp.16.0.0
-> installed printbox-text.0.12
-> installed printbox-md.0.12
-> installed ppx_optcomp.v0.17.1
-> installed ppxlib_jane.v0.17.4
-> installed printbox-ext-plot.0.12
-> 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_minidebug.2.3.0
-> installed ppx_base.v0.17.0
-> 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 21:08.44 ---> using "240727c436574e0307c02011788bd3a70e79136a76f612d7258b8ba7fa2dafad" from cache


/src: (copy (src .) (dst /src))
2025-08-14 21:08.45 ---> saved as "2d6fd7a4a8c766bf7bb6dea0da6fb3c0cc2f84040774f750c5c9a096b4ad404b"


/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/.sandbox/103d75571a2c7d0cdb569719fe051f16/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/103d75571a2c7d0cdb569719fe051f16/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/d5f24f27285c40e36b4f872d6a1a11f0/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/d5f24f27285c40e36b4f872d6a1a11f0/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/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/103d75571a2c7d0cdb569719fe051f16/default/test/einsum && .einsum_tutorials.inline-tests/inline-test-runner.exe inline-test-runner einsum_tutorials -partition surjectivity.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/d5f24f27285c40e36b4f872d6a1a11f0/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│               │
│├┼──────┤               │
│││ 7.00 │               │
│└┴──────┘               │
└────────────────────────┘
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 │              │
│├┼───────┤              │
│││ -7.00 │              │
│└┴───────┘              │
└────────────────────────┘
File "test/operations/micrograd_demo_logging-sync_cc-0-0.log.expected", line 1, characters 0-0:
/usr/bin/git --no-pager diff --no-index --color=always -u _build/default/test/operations/micrograd_demo_logging-sync_cc-0-0.log.expected _build/default/test/operations/sync_cc-0-0.log.actual
diff --git a/_build/default/test/operations/micrograd_demo_logging-sync_cc-0-0.log.expected b/_build/default/test/operations/sync_cc-0-0.log.actual
index 731a4ca..3ec72e9 100644
--- a/_build/default/test/operations/micrograd_demo_logging-sync_cc-0-0.log.expected
+++ b/_build/default/test/operations/sync_cc-0-0.log.actual
@@ -174,95 +174,95 @@ n63_grad[0]{=MAYBE UNINITIALIZED} = 0e-3 = (float)(0)
n70_g_grad[0]{=MAYBE UNINITIALIZED} = 0e-3 = (float)(0)
# n70_g.grad[0] := 1;
n70_g_grad[0]{=MAYBE UNINITIALIZED} = 1000e-3 = (float)(1)
-# n60_g.grad[0] := (n60_g.grad[0] + n70_g.grad[0]);
-n60_g_grad[0]{=MAYBE UNINITIALIZED} = 1000e-3 = (n60_g_grad[0]{=0e-3} + n70_g_grad[0]{=1000e-3})
-# n63.grad[0] := (n63.grad[0] + n70_g.grad[0]);
-n63_grad[0]{=MAYBE UNINITIALIZED} = 1000e-3 = (n63_grad[0]{=0e-3} + n70_g_grad[0]{=1000e-3})
+# n60_g.grad[0] := n70_g.grad[0];
+n60_g_grad[0]{=MAYBE UNINITIALIZED} = 1000e-3 = n70_g_grad[0]{=1000e-3}
+# n63.grad[0] := n70_g.grad[0];
+n63_grad[0]{=MAYBE UNINITIALIZED} = 1000e-3 = n70_g_grad[0]{=1000e-3}
# n66[0] := (f[0] * f[0]);
n66[0]{=MAYBE UNINITIALIZED} = 2401000e-3 = (f[0]{=49000e-3} * f[0]{=49000e-3})
# n68[0] := -10;
n68[0]{=MAYBE UNINITIALIZED} = -10000e-3 = (float)(-10)
# n69[0] := (n68[0] / n66[0]);
n69[0]{=MAYBE UNINITIALIZED} = -4e-3 = (n68[0]{=-10000e-3} / n66[0]{=2401000e-3})
-# f.grad[0] := fma(n63.grad[0], n69[0], f.grad[0]);
-f_grad[0]{=MAYBE UNINITIALIZED} = -4e-3 = fmaf(n63_grad[0]{=1000e-3}, n69[0]{=-4e-3}, f_grad[0]{=0e-3})
-# f.grad[0] := (f.grad[0] + (n60_g.grad[0] / 2));
-f_grad[0]{=MAYBE UNINITIALIZED} = 495e-3 = (f_grad[0]{=-4e-3} + (n60_g_grad[0]{=1000e-3} / (float)(2)))
+# f.grad[0] := (n63.grad[0] * n69[0]);
+f_grad[0]{=MAYBE UNINITIALIZED} = -4e-3 = (n63_grad[0]{=1000e-3} * n69[0]{=-4e-3})
+# f.grad[0] := (n60_g.grad[0] / 2);
+f_grad[0]{=MAYBE UNINITIALIZED} = 500e-3 = (n60_g_grad[0]{=1000e-3} / (float)(2))
# n58[0] := (2 * e[0]);
n58[0]{=MAYBE UNINITIALIZED} = -14000e-3 = ((float)(2) * e[0]{=-7000e-3})
-# e.grad[0] := fma(n58[0], f.grad[0], e.grad[0]);
-e_grad[0]{=MAYBE UNINITIALIZED} = -6941e-3 = fmaf(n58[0]{=-14000e-3}, f_grad[0]{=495e-3}, e_grad[0]{=0e-3})
-# n29_c.grad[0] := (n29_c.grad[0] + e.grad[0]);
-n29_c_grad[0]{=MAYBE UNINITIALIZED} = -6941e-3 = (n29_c_grad[0]{=0e-3} + e_grad[0]{=-6941e-3})
-# n51_d.grad[0] := (n51_d.grad[0] - e.grad[0]);
-n51_d_grad[0]{=MAYBE UNINITIALIZED} = 6941e-3 = (n51_d_grad[0]{=0e-3} - e_grad[0]{=-6941e-3})
-# n49.grad[0] := (n49.grad[0] + n51_d.grad[0]);
-n49_grad[0]{=MAYBE UNINITIALIZED} = 6941e-3 = (n49_grad[0]{=0e-3} + n51_d_grad[0]{=6941e-3})
-# n44_relu.grad[0] := (n44_relu.grad[0] + n51_d.grad[0]);
-n44_relu_grad[0]{=MAYBE UNINITIALIZED} = 6941e-3 = (n44_relu_grad[0]{=0e-3} + n51_d_grad[0]{=6941e-3})
-# n40_d.grad[0] := (n40_d.grad[0] + n49.grad[0]);
-n40_d_grad[0]{=MAYBE UNINITIALIZED} = 6941e-3 = (n40_d_grad[0]{=0e-3} + n49_grad[0]{=6941e-3})
-# n47.grad[0] := (n47.grad[0] + n49.grad[0]);
-n47_grad[0]{=MAYBE UNINITIALIZED} = 6941e-3 = (n47_grad[0]{=0e-3} + n49_grad[0]{=6941e-3})
-# n40_d.grad[0] := fma(3, n47.grad[0], n40_d.grad[0]);
-n40_d_grad[0]{=MAYBE UNINITIALIZED} = 27766e-3 = fmaf((float)(3), n47_grad[0]{=6941e-3}, n40_d_grad[0]{=6941e-3})
-# n38.grad[0] := (n38.grad[0] + n40_d.grad[0]);
-n38_grad[0]{=MAYBE UNINITIALIZED} = 27766e-3 = (n38_grad[0]{=0e-3} + n40_d_grad[0]{=27766e-3})
-# n33_relu.grad[0] := (n33_relu.grad[0] + n40_d.grad[0]);
-n33_relu_grad[0]{=MAYBE UNINITIALIZED} = 27766e-3 = (n33_relu_grad[0]{=0e-3} + n40_d_grad[0]{=27766e-3})
-# n14_d.grad[0] := (n14_d.grad[0] + n38.grad[0]);
-n14_d_grad[0]{=MAYBE UNINITIALIZED} = 27766e-3 = (n14_d_grad[0]{=0e-3} + n38_grad[0]{=27766e-3})
-# n36.grad[0] := (n36.grad[0] + n38.grad[0]);
-n36_grad[0]{=MAYBE UNINITIALIZED} = 27766e-3 = (n36_grad[0]{=0e-3} + n38_grad[0]{=27766e-3})
-# n14_d.grad[0] := fma(n36.grad[0], 2, n14_d.grad[0]);
-n14_d_grad[0]{=MAYBE UNINITIALIZED} = 83300e-3 = fmaf(n36_grad[0]{=27766e-3}, (float)(2), n14_d_grad[0]{=27766e-3})
-# n12.grad[0] := (n12.grad[0] + n14_d.grad[0]);
-n12_grad[0]{=MAYBE UNINITIALIZED} = 83300e-3 = (n12_grad[0]{=0e-3} + n14_d_grad[0]{=83300e-3})
-# n7.grad[0] := (n7.grad[0] + n14_d.grad[0]);
-n7_grad[0]{=MAYBE UNINITIALIZED} = 83300e-3 = (n7_grad[0]{=0e-3} + n14_d_grad[0]{=83300e-3})
-# a.grad[0] := fma(n12.grad[0], b[0], a.grad[0]);
-a_grad[0]{=MAYBE UNINITIALIZED} = 166600e-3 = fmaf(n12_grad[0]{=83300e-3}, b[0]{=2000e-3}, a_grad[0]{=0e-3})
-# b.grad[0] := fma(a[0], n12.grad[0], b.grad[0]);
-b_grad[0]{=MAYBE UNINITIALIZED} = -333201e-3 = fmaf(a[0]{=-4000e-3}, n12_grad[0]{=83300e-3}, b_grad[0]{=0e-3})
+# e.grad[0] := (n58[0] * f.grad[0]);
+e_grad[0]{=MAYBE UNINITIALIZED} = -7000e-3 = (n58[0]{=-14000e-3} * f_grad[0]{=500e-3})
+# n29_c.grad[0] := e.grad[0];
+n29_c_grad[0]{=MAYBE UNINITIALIZED} = -7000e-3 = e_grad[0]{=-7000e-3}
+# n51_d.grad[0] := e.grad[0];
+n51_d_grad[0]{=MAYBE UNINITIALIZED} = -7000e-3 = e_grad[0]{=-7000e-3}
+# n49.grad[0] := n51_d.grad[0];
+n49_grad[0]{=MAYBE UNINITIALIZED} = -7000e-3 = n51_d_grad[0]{=-7000e-3}
+# n44_relu.grad[0] := n51_d.grad[0];
+n44_relu_grad[0]{=MAYBE UNINITIALIZED} = -7000e-3 = n51_d_grad[0]{=-7000e-3}
+# n40_d.grad[0] := n49.grad[0];
+n40_d_grad[0]{=MAYBE UNINITIALIZED} = -7000e-3 = n49_grad[0]{=-7000e-3}
+# n47.grad[0] := n49.grad[0];
+n47_grad[0]{=MAYBE UNINITIALIZED} = -7000e-3 = n49_grad[0]{=-7000e-3}
+# n40_d.grad[0] := (3 * n47.grad[0]);
+n40_d_grad[0]{=MAYBE UNINITIALIZED} = -21000e-3 = ((float)(3) * n47_grad[0]{=-7000e-3})
+# n38.grad[0] := n40_d.grad[0];
+n38_grad[0]{=MAYBE UNINITIALIZED} = -21000e-3 = n40_d_grad[0]{=-21000e-3}
+# n33_relu.grad[0] := n40_d.grad[0];
+n33_relu_grad[0]{=MAYBE UNINITIALIZED} = -21000e-3 = n40_d_grad[0]{=-21000e-3}
+# n14_d.grad[0] := n38.grad[0];
+n14_d_grad[0]{=MAYBE UNINITIALIZED} = -21000e-3 = n38_grad[0]{=-21000e-3}
+# n36.grad[0] := n38.grad[0];
+n36_grad[0]{=MAYBE UNINITIALIZED} = -21000e-3 = n38_grad[0]{=-21000e-3}
+# n14_d.grad[0] := (n36.grad[0] * 2);
+n14_d_grad[0]{=MAYBE UNINITIALIZED} = -42000e-3 = (n36_grad[0]{=-21000e-3} * (float)(2))
+# n12.grad[0] := n14_d.grad[0];
+n12_grad[0]{=MAYBE UNINITIALIZED} = -42000e-3 = n14_d_grad[0]{=-42000e-3}
+# n7.grad[0] := n14_d.grad[0];
+n7_grad[0]{=MAYBE UNINITIALIZED} = -42000e-3 = n14_d_grad[0]{=-42000e-3}
+# a.grad[0] := (n12.grad[0] * b[0]);
+a_grad[0]{=MAYBE UNINITIALIZED} = -84000e-3 = (n12_grad[0]{=-42000e-3} * b[0]{=2000e-3})
+# b.grad[0] := (a[0] * n12.grad[0]);
+b_grad[0]{=MAYBE UNINITIALIZED} = 168000e-3 = (a[0]{=-4000e-3} * n12_grad[0]{=-42000e-3})
# n10[0] := (b[0] * b[0]);
n10[0]{=MAYBE UNINITIALIZED} = 4000e-3 = (b[0]{=2000e-3} * b[0]{=2000e-3})
# n11[0] := (3 * n10[0]);
n11[0]{=MAYBE UNINITIALIZED} = 12000e-3 = ((float)(3) * n10[0]{=4000e-3})
-# b.grad[0] := fma(n11[0], n7.grad[0], b.grad[0]);
-b_grad[0]{=MAYBE UNINITIALIZED} = 666402e-3 = fmaf(n11[0]{=12000e-3}, n7_grad[0]{=83300e-3}, b_grad[0]{=-333201e-3})
-# n31.grad[0] := (n31.grad[0] + relu_gate(n31[0], n33_relu.grad[0]));
-n31_grad[0]{=MAYBE UNINITIALIZED} = 0e-3 = (n31_grad[0]{=0e-3} + (n31[0]{=-2000e-3} > 0.0 ? n33_relu_grad[0]{=27766e-3} : 0.0))
-# b.grad[0] := (b.grad[0] + n31.grad[0]);
-b_grad[0]{=MAYBE UNINITIALIZED} = 666402e-3 = (b_grad[0]{=666402e-3} + n31_grad[0]{=0e-3})
-# a.grad[0] := (a.grad[0] + n31.grad[0]);
-a_grad[0]{=MAYBE UNINITIALIZED} = 166600e-3 = (a_grad[0]{=166600e-3} + n31_grad[0]{=0e-3})
-# n42.grad[0] := (n42.grad[0] + relu_gate(n42[0], n44_relu.grad[0]));
-n42_grad[0]{=MAYBE UNINITIALIZED} = 6941e-3 = (n42_grad[0]{=0e-3} + (n42[0]{=6000e-3} > 0.0 ? n44_relu_grad[0]{=6941e-3} : 0.0))
-# b.grad[0] := (b.grad[0] + n42.grad[0]);
-b_grad[0]{=MAYBE UNINITIALIZED} = 673344e-3 = (b_grad[0]{=666402e-3} + n42_grad[0]{=6941e-3})
-# a.grad[0] := (a.grad[0] - n42.grad[0]);
-a_grad[0]{=MAYBE UNINITIALIZED} = 159658e-3 = (a_grad[0]{=166600e-3} - n42_grad[0]{=6941e-3})
-# n27.grad[0] := (n27.grad[0] + n29_c.grad[0]);
-n27_grad[0]{=MAYBE UNINITIALIZED} = -6941e-3 = (n27_grad[0]{=0e-3} + n29_c_grad[0]{=-6941e-3})
-# n22.grad[0] := (n22.grad[0] + n29_c.grad[0]);
-n22_grad[0]{=MAYBE UNINITIALIZED} = -6941e-3 = (n22_grad[0]{=0e-3} + n29_c_grad[0]{=-6941e-3})
-# n25.grad[0] := (n25.grad[0] + n27.grad[0]);
-n25_grad[0]{=MAYBE UNINITIALIZED} = -6941e-3 = (n25_grad[0]{=0e-3} + n27_grad[0]{=-6941e-3})
-# n19_c.grad[0] := (n19_c.grad[0] + n27.grad[0]);
-n19_c_grad[0]{=MAYBE UNINITIALIZED} = -6941e-3 = (n19_c_grad[0]{=0e-3} + n27_grad[0]{=-6941e-3})
-# n19_c.grad[0] := (n19_c.grad[0] + n25.grad[0]);
-n19_c_grad[0]{=MAYBE UNINITIALIZED} = -13883e-3 = (n19_c_grad[0]{=-6941e-3} + n25_grad[0]{=-6941e-3})
-# n17.grad[0] := (n17.grad[0] + n19_c.grad[0]);
-n17_grad[0]{=MAYBE UNINITIALIZED} = -13883e-3 = (n17_grad[0]{=0e-3} + n19_c_grad[0]{=-13883e-3})
-# n4_c.grad[0] := (n4_c.grad[0] + n17.grad[0]);
-n4_c_grad[0]{=MAYBE UNINITIALIZED} = -13883e-3 = (n4_c_grad[0]{=0e-3} + n17_grad[0]{=-13883e-3})
-# n4_c.grad[0] := (n4_c.grad[0] + n17.grad[0]);
-n4_c_grad[0]{=MAYBE UNINITIALIZED} = -27766e-3 = (n4_c_grad[0]{=-13883e-3} + n17_grad[0]{=-13883e-3})
-# a.grad[0] := (a.grad[0] + n4_c.grad[0]);
-a_grad[0]{=MAYBE UNINITIALIZED} = 131892e-3 = (a_grad[0]{=159658e-3} + n4_c_grad[0]{=-27766e-3})
-# b.grad[0] := (b.grad[0] + n4_c.grad[0]);
-b_grad[0]{=MAYBE UNINITIALIZED} = 645577e-3 = (b_grad[0]{=673344e-3} + n4_c_grad[0]{=-27766e-3})
-# a.grad[0] := fma(-1, n22.grad[0], a.grad[0]);
-a_grad[0]{=MAYBE UNINITIALIZED} = 138833e-3 = fmaf((float)(-1), n22_grad[0]{=-6941e-3}, a_grad[0]{=131892e-3})
+# b.grad[0] := (n11[0] * n7.grad[0]);
+b_grad[0]{=MAYBE UNINITIALIZED} = -504000e-3 = (n11[0]{=12000e-3} * n7_grad[0]{=-42000e-3})
+# n31.grad[0] := relu_gate(n31[0], n33_relu.grad[0]);
+n31_grad[0]{=MAYBE UNINITIALIZED} = 0e-3 = (n31[0]{=-2000e-3} > 0.0 ? n33_relu_grad[0]{=-21000e-3} : 0.0)
+# b.grad[0] := n31.grad[0];
+b_grad[0]{=MAYBE UNINITIALIZED} = 0e-3 = n31_grad[0]{=0e-3}
+# a.grad[0] := n31.grad[0];
+a_grad[0]{=MAYBE UNINITIALIZED} = 0e-3 = n31_grad[0]{=0e-3}
+# n42.grad[0] := relu_gate(n42[0], n44_relu.grad[0]);
+n42_grad[0]{=MAYBE UNINITIALIZED} = -7000e-3 = (n42[0]{=6000e-3} > 0.0 ? n44_relu_grad[0]{=-7000e-3} : 0.0)
+# b.grad[0] := n42.grad[0];
+b_grad[0]{=MAYBE UNINITIALIZED} = -7000e-3 = n42_grad[0]{=-7000e-3}
+# a.grad[0] := n42.grad[0];
+a_grad[0]{=MAYBE UNINITIALIZED} = -7000e-3 = n42_grad[0]{=-7000e-3}
+# n27.grad[0] := n29_c.grad[0];
+n27_grad[0]{=MAYBE UNINITIALIZED} = -7000e-3 = n29_c_grad[0]{=-7000e-3}
+# n22.grad[0] := n29_c.grad[0];
+n22_grad[0]{=MAYBE UNINITIALIZED} = -7000e-3 = n29_c_grad[0]{=-7000e-3}
+# n25.grad[0] := n27.grad[0];
+n25_grad[0]{=MAYBE UNINITIALIZED} = -7000e-3 = n27_grad[0]{=-7000e-3}
+# n19_c.grad[0] := n27.grad[0];
+n19_c_grad[0]{=MAYBE UNINITIALIZED} = -7000e-3 = n27_grad[0]{=-7000e-3}
+# n19_c.grad[0] := n25.grad[0];
+n19_c_grad[0]{=MAYBE UNINITIALIZED} = -7000e-3 = n25_grad[0]{=-7000e-3}
+# n17.grad[0] := n19_c.grad[0];
+n17_grad[0]{=MAYBE UNINITIALIZED} = -7000e-3 = n19_c_grad[0]{=-7000e-3}
+# n4_c.grad[0] := n17.grad[0];
+n4_c_grad[0]{=MAYBE UNINITIALIZED} = -7000e-3 = n17_grad[0]{=-7000e-3}
+# n4_c.grad[0] := n17.grad[0];
+n4_c_grad[0]{=MAYBE UNINITIALIZED} = -7000e-3 = n17_grad[0]{=-7000e-3}
+# a.grad[0] := n4_c.grad[0];
+a_grad[0]{=MAYBE UNINITIALIZED} = -7000e-3 = n4_c_grad[0]{=-7000e-3}
+# b.grad[0] := n4_c.grad[0];
+b_grad[0]{=MAYBE UNINITIALIZED} = -7000e-3 = n4_c_grad[0]{=-7000e-3}
+# a.grad[0] := (-1 * n22.grad[0]);
+a_grad[0]{=MAYBE UNINITIALIZED} = 7000e-3 = ((float)(-1) * n22_grad[0]{=-7000e-3})
COMMENT: end
COMMENT: end
\ No newline at end of file
File "test/einsum/moons_demo_variant.expected", line 1, characters 0-0:
/usr/bin/git --no-pager diff --no-index --color=always -u _build/default/test/einsum/moons_demo_variant.expected _build/default/test/einsum/moons_demo_variant.exe.output
diff --git a/_build/default/test/einsum/moons_demo_variant.expected b/_build/default/test/einsum/moons_demo_variant.exe.output
index e722388..465c20c 100644
--- a/_build/default/test/einsum/moons_demo_variant.expected
+++ b/_build/default/test/einsum/moons_demo_variant.exe.output
@@ -24,8 +24,8 @@ n19 w2 as w2: Host&stream/412410; single prec 1x16; mem in bytes: <not-in-yet>
n20 grad_w2 as w2.grad: Local/26046; single prec 1x16; mem in bytes: <not-in-yet>
n21 @|_moons_input as moons_input: Virt/15; single prec 10x2; mem in bytes: <not-in-yet>
n24 @|_moons_class as moons_class: Virt/15; single prec 10x1; mem in bytes: <not-in-yet>
-n27 * as n27: Virt/15; single prec 10x16; mem in bytes: <not-in-yet>
-n28 grad_* as n27.grad: Local/1046; single prec 10x16; mem in bytes: <not-in-yet>
+n27 * as n27: Virt/151; single prec 10x16; mem in bytes: <not-in-yet>
+n28 grad_* as n27.grad: Virt/151; single prec 10x16; mem in bytes: <not-in-yet>
n29 + as n29: Virt/15; single prec 10x16; mem in bytes: <not-in-yet>
n30 grad_+ as n29.grad: Virt/151; single prec 10x16; mem in bytes: <not-in-yet>
n31 relu as relu: Local/1046; single prec 10x16; mem in bytes: <not-in-yet>
@@ -65,7 +65,7 @@ n66 sgd_momentum_w2 as sgd_momentum_w2: unknown; single prec <not-in-yet>; mem i
n67 0.0001 as n67: Virt/40; single prec 1; mem in bytes: <not-in-yet>
n68 *. as n68: Virt/15; single prec 1x16; mem in bytes: <not-in-yet>
n69 point_mlp_result as point_mlp_result: Host&shared/37039; single prec 2; mem in bytes: <not-in-yet>
-n70 * as n70: Virt/15; single prec 16; mem in bytes: <not-in-yet>
+n70 * as n70: Virt/151; single prec 16; mem in bytes: <not-in-yet>
n71 grad_* as n70.grad: unknown; single prec 16; mem in bytes: <not-in-yet>
n72 + as n72: Virt/15; single prec 16; mem in bytes: <not-in-yet>
n73 grad_+ as n72.grad: unknown; single prec 16; mem in bytes: <not-in-yet>
(cd _build/.sandbox/d5f24f27285c40e36b4f872d6a1a11f0/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/d5f24f27285c40e36b4f872d6a1a11f0/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
(cd _build/.sandbox/d5f24f27285c40e36b4f872d6a1a11f0/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/d5f24f27285c40e36b4f872d6a1a11f0/default/test/operations/zero2hero_1of7.ml.corrected
diff --git a/_build/default/test/operations/zero2hero_1of7.ml b/_build/.sandbox/d5f24f27285c40e36b4f872d6a1a11f0/default/test/operations/zero2hero_1of7.ml.corrected
index ffc9c4b..7ec79a7 100644
--- a/_build/default/test/operations/zero2hero_1of7.ml
+++ b/_build/.sandbox/d5f24f27285c40e36b4f872d6a1a11f0/default/test/operations/zero2hero_1of7.ml.corrected
@@ -70,7 +70,7 @@ let%expect_test "Graph drawing recompile" =
#28 *.                    │     #21 *.          │
7.50e+1                  │      2.00e+1        │
#29 grad_*.               │     #22 grad_*.     │
-                    1.00                     │      -1.00          │
+                    1.00                     │      1.00           │
#27 3 Virt/40│       #24 **.             │#20 4 Virt/40│[#17 x]│
<void>       │        2.50e+1            │<void>       │       │
│       #25 grad_**.        │             │       │
@@ -78,7 +78,7 @@ let%expect_test "Graph drawing recompile" =
│#17 x non-emb│#23 2 Virt/40│             │       │
│ 5.00        │<void>       │             │       │
│#18 grad_x   │             │             │       │
-                 │ 2.60e+1     │             │             │       │
+                 │ 4.00        │             │             │       │
|}];
let xs = Array.init 10 ~f:Float.(fun i -> of_int i - 5.) in
let ys =
@@ -203,51 +203,51 @@ let%expect_test "Graph drawing fetch" =
PrintBox_text.output Stdio.stdout plot_box;
[%expect
{|
-    ┌─────────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐
-    │ 1.00e+2 │#                                                                                                   │
-    │         │#                                                                                                   │
-    │         │  #                                                                                                 │
-    │         │  #                                                                                                 │
-    │         │    #                                                                                               │
-    │         │     #                                                                                              │
-    │         │     #                                                                                              │
-    │         │       #                                                                                            │
-    │         │       #                                                                                            │
-    │         │         #                                                                                          │
-    │         │          ##                                                                                        │
-    │         │            #                                                                                       │
-    │         │            #                                                                                       │
-    │         │             # #                                                                                   #│
-    │         │                #                                                                               # # │
-    │         │                 #                                                                              #   │
-    │         │                   #                                                                          ##    │
-    │         │                    ##                                                                       #      │
-    │f        │                      #                                                                    #        │
-    │(        │                      # #                                                                ##         │
-    │x        │                         ##                                                             #           │
-    │)        │                           #                                                          #             │
-    │         │                            # #                                                    ###            **│
-    │         │                               ##                                                #         * ****   │
-    │         │                                 # #                                           ##     * ****        │
-    │         │                                    ###                                     ##   * ***              │
-    │         │                                      # #                               # ##** **                   │
-    │         │                                          ####                     # ###* *                         │
-    │         │                                             # #### # #    ## # ####                                │
-    │         │                                                       # # ** *                                     │
-    │         │-    -    -    -    -    -    -    -    -    -    - * ** *  -    -    -    -    -    -    -    -    │
-    │         │                                             * ****                                                 │
-    │         │                                        * ****                                                      │
-    │         │                                   **** *                                                           │
-    │         │                            * ****                                                                  │
-    │         │                      * ****                                                                        │
-    │         │                 * ****                                                                             │
-    │         │            ** ***                                                                                  │
-    │         │     * * ***                                                                                        │
-    │ -3.40e+1│* * **                                                                                              │
-    ├─────────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤
-    │         │-5.00                                                                                           4.90│
-    │         │                                                 x                                                  │
-    └─────────┴────────────────────────────────────────────────────────────────────────────────────────────────────┘
+    ┌────────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐
+    │ 1.00e+2│#                                                                                                   │
+    │        │                                                                                                    │
+    │        │#                                                                                                   │
+    │        │  #                                                                                                 │
+    │        │  #                                                                                                 │
+    │        │                                                                                                    │
+    │        │    #                                                                                               │
+    │        │     #                                                                                              │
+    │        │     #                                                                                              │
+    │        │       #                                                                                            │
+    │        │       #                                                                                            │
+    │        │         #                                                                                          │
+    │        │                                                                                                    │
+    │        │          #                                                                                         │
+    │        │           #                                                                                        │
+    │        │            #                                                                                       │
+    │        │            #                                                                                       │
+    │        │             #                                                                                     #│
+    │f       │               #                                                                                  # │
+    │(       │                #                                                                               #   │
+    │x       │                 #                                                                              #   │
+    │)       │                 # #                                                                           #    │
+    │        │                    #                                                                         #     │
+    │        │                     #                                                                     # #      │
+    │        │                      #                                                                    #        │
+    │        │                      #                                                                   #         │
+    │        │                        ##                                                               #          │
+    │        │                          #                                                           # #           │
+    │        │                           #                                                          #             │
+    │        │                            #                                                       ##              │
+    │        │                              ##                                                   #                │
+    │        │                                #                                                #                  │
+    │        │                                 #                                             ##                   │
+    │        │                                   ##                                        #                      │
+    │        │                                     ##                                    ##                       │
+    │        │                                        #                               # #                         │
+    │        │                                          ####                       ###                            │
+    │        │                                             # ###              ####                                │
+    │        │* * ** * ***** *** **** ***** **** **** * **** ***# # ## # ## # **** **** **** *** **** **** **** **│
+    │ 0.00   │-    -    -    -    -    -    -    -    -    -    -    -    -    -    -    -    -    -    -    -    │
+    ├────────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤
+    │        │-5.00                                                                                           4.90│
+    │        │                                                 x                                                  │
+    └────────┴────────────────────────────────────────────────────────────────────────────────────────────────────┘
|}]


let%expect_test "Simple gradients hosted" =
@@ -273,21 +273,21 @@ let%expect_test "Simple gradients hosted" =
[%expect
{|
#12 *._l
-                        0.00
+                        2.62e+13
#13 grad_*._l
-                        0.00
+                        2.62e+13
#8 +_d                   │#10 f non-emb
-                  0.00                    │ -2.00
+                  2.62e+13                │ -2.00
#9 grad_+_d              │#11 grad_f
-                  0.00                    │ 0.00
+                  2.62e+13                │ 2.62e+13
#4 *._e            │#6 c non-emb│
-           0.00              │ 1.00e+1    │
+           1.04e+35          │ 1.00e+1    │
#5 grad_*._e       │#7 grad_c   │
-           0.00              │ 0.00       │
+           2.62e+13          │ 2.62e+13   │
#0 a non-emb│#2 b non-emb│            │
2.00       │ -3.00      │            │
#1 grad_a   │#3 grad_b   │            │
-     0.00       │ 0.00       │            │
+     7.92e+30   │ 8.35e+30   │            │
|}];
(* Do not update the params: all values and gradients will be at initial points, which are
specified in the tensor in the brackets. *)
@@ -324,15 +324,15 @@ let%expect_test "Simple gradients hosted" =
#13 grad_*._l
1.00
#8 +_d                   │#10 f non-emb
-                  4.00                    │ -2.40
+                  4.00                    │ 4.00e-1
#9 grad_+_d              │#11 grad_f
-2.00                   │ 4.00
#4 *._e            │#6 c non-emb│
-           -6.00             │ 1.02e+1    │
+           -6.00             │ -2.00e-1   │
#5 grad_*._e       │#7 grad_c   │
-2.00             │ -2.00      │
#0 a non-emb│#2 b non-emb│            │
-     1.40       │ -2.60      │            │
+     6.00e-1    │ -4.00e-1   │            │
#1 grad_a   │#3 grad_b   │            │
6.00       │ -4.00      │            │
|}];
@@ -344,21 +344,21 @@ let%expect_test "Simple gradients hosted" =
[%expect
{|
#12 *._l
-                        -1.57e+1
+                        -1.76e-1
#13 grad_*._l
1.00
#8 +_d                   │#10 f non-emb
-                  6.56                    │ -2.40
+                  -4.40e-1                │ 4.00e-1
#9 grad_+_d              │#11 grad_f
-                  -2.40                   │ 6.56
+                  4.00e-1                 │ -4.40e-1
#4 *._e            │#6 c non-emb│
-           -3.64             │ 1.02e+1    │
+           -2.40e-1          │ -2.00e-1   │
#5 grad_*._e       │#7 grad_c   │
-           -2.40             │ -2.40      │
+           4.00e-1           │ 4.00e-1    │
#0 a non-emb│#2 b non-emb│            │
-     1.40       │ -2.60      │            │
+     6.00e-1    │ -4.00e-1   │            │
#1 grad_a   │#3 grad_b   │            │
-     6.24       │ -3.36      │            │
+     -1.60e-1   │ 2.40e-1    │            │
|}]


let%expect_test "Simple gradients virtual" =
@@ -403,21 +403,21 @@ let%expect_test "Simple gradients virtual" =
[%expect
{|
#12 *._l
-                    0.00
+                    2.62e+13
#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>                       │ 1.04e+35
#4 *._e Virt/152       │#6 c non-emb│
<void>                 │ 1.00e+1    │
#5 grad_*._e Virt/151  │#7 grad_c   │
-      <void>                 │ 0.00       │
+      <void>                 │ 1.04e+35   │
#0 a non-emb│#2 b non-emb│            │
2.00       │ -3.00      │            │
#1 grad_a   │#3 grad_b   │            │
-     0.00       │ 0.00       │            │
+     8.17e+30   │ 7.92e+30   │            │
|}];
(* Do not update the params: all values and gradients will be at initial points, which are
specified in the tensor in the brackets. *)
@@ -456,15 +456,15 @@ let%expect_test "Simple gradients virtual" =
#13 grad_*._l Virt/40
<void>
#8 +_d Virt/152              │#10 f non-emb
-             <void>                       │ -2.40
+             <void>                       │ 4.00e-1
#9 grad_+_d Virt/151         │#11 grad_f
<void>                       │ 4.00
#4 *._e Virt/152       │#6 c non-emb│
-      <void>                 │ 1.02e+1    │
+      <void>                 │ -2.00e-1   │
#5 grad_*._e Virt/151  │#7 grad_c   │
<void>                 │ -2.00      │
#0 a non-emb│#2 b non-emb│            │
-     1.40       │ -2.60      │            │
+     6.00e-1    │ -4.00e-1   │            │
#1 grad_a   │#3 grad_b   │            │
6.00       │ -4.00      │            │
|}];
@@ -475,21 +475,21 @@ let%expect_test "Simple gradients virtual" =
[%expect
{|
#12 *._l
-                    -1.57e+1
+                    -1.76e-1
#13 grad_*._l Virt/40
<void>
#8 +_d Virt/152              │#10 f non-emb
-             <void>                       │ -2.40
+             <void>                       │ 4.00e-1
#9 grad_+_d Virt/151         │#11 grad_f
-             <void>                       │ 6.56
+             <void>                       │ -4.40e-1
#4 *._e Virt/152       │#6 c non-emb│
-      <void>                 │ 1.02e+1    │
+      <void>                 │ -2.00e-1   │
#5 grad_*._e Virt/151  │#7 grad_c   │
-      <void>                 │ -2.40      │
+      <void>                 │ 4.00e-1    │
#0 a non-emb│#2 b non-emb│            │
-     1.40       │ -2.60      │            │
+     6.00e-1    │ -4.00e-1   │            │
#1 grad_a   │#3 grad_b   │            │
-     6.24       │ -3.36      │            │
+     -1.60e-1   │ 2.40e-1    │            │
|}]


let%expect_test "tanh plot" =
File "test/operations/primitive_ops.ml", line 1, characters 0-0:
/usr/bin/git --no-pager diff --no-index --color=always -u _build/default/test/operations/primitive_ops.ml _build/.sandbox/d5f24f27285c40e36b4f872d6a1a11f0/default/test/operations/primitive_ops.ml.corrected
diff --git a/_build/default/test/operations/primitive_ops.ml b/_build/.sandbox/d5f24f27285c40e36b4f872d6a1a11f0/default/test/operations/primitive_ops.ml.corrected
index 478cb3c..0b04d8a 100644
--- a/_build/default/test/operations/primitive_ops.ml
+++ b/_build/.sandbox/d5f24f27285c40e36b4f872d6a1a11f0/default/test/operations/primitive_ops.ml.corrected
@@ -793,45 +793,45 @@ let%expect_test "where(x < 0, sin(x), cos(x))" =
{|
┌─────────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐
│ 9.99e-1 │  #                                                                                             *   │
-    │         │#### ##                                        *** ##                                        **  ***│
-    │         │      #                                      **      ##                                     *       │
-    │         │       #                                    *          #                                   *        │
+    │         │#### ##                                          # ##                                        **  ***│
+    │         │      #                                              ##                                     *       │
+    │         │       #                                               #                                   *        │
│         │         #                                                                                *         │
-    │         │          #                                *            #                                *          │
-    │         │                                          *              #                                          │
-    │         │           #                            *                 #                             *           │
+    │         │          #                                             #                                *          │
+    │         │                                                         #                                          │
+    │         │           #                                              #                             *           │
│         │           #                                                                          *             │
-    │         │                                        *                  #                                        │
-    │         │             #                         *                    #                         *             │
+    │         │                                                           #                                        │
+    │         │             #                                              #                         *             │
│         │                                                                                                    │
-    │         │              #                       *                      #                       *              │
+    │         │              #                                              #                       *              │
│         │               #                                                                    *               │
-    │         │*                                    *                        #                                    #│
+    │         │                                                              #                                    #│
│         │               #                                                                   *                │
-    │         │ *                                  *                          #                                  # │
+    │         │                                                               #                                  # │
│         │                 #                                                               *                  │
-    │f        │  *                                *                            #                                #  │
+    │f        │                                                                #                                #  │
│(        │                  #                                                              *                  │
-    │x        │- *  -    -    -    -    -    -   *-    -    -    -    -    -    #    -    -    -    -    -    -#   │
+    │x        │**** *** *** *** ********-*************** ********-    -    -    #    -    -    -    -    -    -#   │
│)        │                   #                             *                              *                   │
-    │         │   *                             *                                #                           #     │
+    │         │                                                                  #                           #     │
│         │                    #                           #  *                           *                    │
-    │         │     *                          *                                  #                          #     │
+    │         │                                                                   #                          #     │
│         │                     #                         #    *                         *                     │
-    │         │      *                        *                                    #                        #      │
+    │         │                                                                    #                        #      │
│         │                      #                       #      *                       *                      │
-    │         │      *                       *                                      #                      #       │
-    │         │                       #     *               #        *               #     *                       │
-    │         │       *                #                   #          *                   *               #        │
-    │         │         *                  *                                          #                  #         │
+    │         │                                                                     #                      #       │
+    │         │                       #                     #        *               #     *                       │
+    │         │                        #                   #          *                   *               #        │
+    │         │                                                                       #                  #         │
│         │                        #                  #            *                 *                         │
-    │         │          *                *              #              *              #                #          │
-    │         │           *              *                                              *              #           │
-    │         │                        *  #            #                 *             * #                         │
-    │         │           *            *   #           #                  *           *   #          #             │
-    │         │             *         *     #         #                    *         *     #         #             │
-    │         │              **      *       #       #                      *       *       #      ##              │
-    │ -9.99e-1│               * *****         #######                        *******         #### #                │
+    │         │                                          #              *              #                #          │
+    │         │                          #                                              *              #           │
+    │         │                           #            #                 *             * #                         │
+    │         │                            #           #                  *           *   #          #             │
+    │         │                             #         #                    *         *     #         #             │
+    │         │                              #       #                      *       *       #      ##              │
+    │ -9.99e-1│                               #######                        *******         #### #                │
├─────────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤
│         │-5.00                                                                                           5.00│
│         │                                                 x                                                  │
(cd _build/.sandbox/103d75571a2c7d0cdb569719fe051f16/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/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..d9fd8cf 100644
--- a/_build/default/test/training/moons_demo_mini.expected
+++ b/_build/default/test/training/moons_demo_mini.exe.output
@@ -3,18 +3,19 @@ Found 0, in the config file
Half-moons scatterplot and decision boundary:
┌─────────────────────────┐
│*********#***************│
-│***###########********...│
-│**#############***.......│
-│*######%%*######.....%%%.│
-│#####**%%%..#####....%%%%│
-│####***%%%%..####...%%%%.│
-│###***.%%%%...###..%%%%%.│
-│###*....%%%%%%%##.%%%%%..│
-│***......%%%%%%%%%%%%%...│
-│**.........%%%%%%%%%%....│
+│***###########***********│
+│**#############**********│
+│*######%%*######*****%%%*│
+│#####**%%%**#####****%%%%│
+│####***%%%%**####***%%%%*│
+│###****%%%%***###**%%%%%*│
+│###*****%%%%%%%##*%%%%%**│
+│*********%%%%%%%%%%%%%***│
+│***********%%%%%%%%%%****│
└─────────────────────────┘Loss:
┌─────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐
-│ 2.66│-                                                                                                   │
+│ 3.21│-                                                                                                   │
+│     │                                                                                                    │
│     │                                                                                                    │
│     │                                                                                                    │
│     │                                                                                                    │
@@ -23,7 +24,6 @@ Half-moons scatterplot and decision boundary:
│     │                                                                                                    │
│     │                                                                                                    │
│     │                                                                                                    │
-│     │ -                                                                                                  │
│     │                                                                                                    │
│     │                                                                                                    │
│     │                                                                                                    │
@@ -33,76 +33,76 @@ Half-moons scatterplot and decision boundary:
│     │                                                                                                    │
│     │                                                                                                    │
│l    │                                                                                                    │
-│o    │  -                                                                                                 │
-│s    │   -                                                                                                │
+│o    │                                                                                                    │
+│s    │                                                                                                    │
│s    │                                                                                                    │
│     │                                                                                                    │
│     │                                                                                                    │
│     │                                                                                                    │
│     │                                                                                                    │
-│     │     -                                                                                              │
│     │                                                                                                    │
│     │                                                                                                    │
│     │                                                                                                    │
│     │                                                                                                    │
-│     │      -                                                                                             │
│     │                                                                                                    │
-│     │       -  - -                                                                                       │
-│     │                -                                                                                   │
-│     │        -  -                                                                                        │
-│     │             - -  - -  -        -  -                                                            -   │
-│     │                                 -                                                                  │
-│     │                 -       ---        ---           -              -                 -                │
-│ 0.00│                     --     - --        ---- ----  --- ---- ----  --- ---- ---- ---  ---- ---- - -- │
+│     │                                                                                                    │
+│     │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│ 1.00│ --- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- │
├─────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤
│     │0.00                                                                                         7.90e+1│
│     │                                                step                                                │
└─────┴────────────────────────────────────────────────────────────────────────────────────────────────────┘Log-loss, for better visibility:
-┌─────────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐
-│ 9.79e-1 │-                                                                                                   │
-│         │ -                                                                                                  │
-│         │                                                                                                    │
-│         │  --                                                                                                │
-│         │     -                                                                                              │
-│         │                                                                                                    │
-│         │      -                                                                                             │
-│         │       -  - -   -                                                                                   │
-│         │        -  -                                                                                        │
-│         │             - -  - -  -        -  -                                                                │
-│         │                                 -                                                              -   │
-│         │                                     -            -                                -                │
-│         │                 -                  -                                                               │
-│         │                         ---          -                          -                                  │
-│         │                     -        -            - -  -  -   -                                            │
-│         │                                                          -                 -         -             │
-│l        │                      -                        -             -      -                   -  - -      │
-│o        │                                                                   -                                │
-│g        │                               -                              -                                     │
-│         │                                              -     -                        -            -      -  │
-│l        │                                        - -                    -                -                   │
-│o        │                                                         -                                          │
-│s        │                                                                      -                             │
-│s        │                                                        -   -          -                            │
-│         │                                                                                                    │
-│         │                                                                                                    │
-│         │                                                                                                    │
-│         │                                                                                       -            │
-│         │                                                                                                    │
-│         │                                                                                                    │
-│         │                                                                                                    │
-│         │                                                                                                    │
-│         │                                                                                                    │
-│         │                                                                                                    │
-│         │                                                                                                    │
-│         │                                                                                                    │
-│         │                                                                                                    │
-│         │                                                                                                    │
-│         │                                                                                                    │
-│ -1.00e+1│                            -            -           -            -     -- -  -  --  -      -  -  - │
-├─────────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤
-│         │0.00                                                                                         7.90e+1│
-│         │                                                step                                                │
-└─────────┴────────────────────────────────────────────────────────────────────────────────────────────────────┘
+┌─────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐
+│ 1.16│-                                                                                                   │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│l    │                                                                                                    │
+│o    │                                                                                                    │
+│g    │                                                                                                    │
+│     │                                                                                                    │
+│l    │                                                                                                    │
+│o    │                                                                                                    │
+│s    │                                                                                                    │
+│s    │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│ 0.00│ --- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- │
+├─────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤
+│     │0.00                                                                                         7.90e+1│
+│     │                                                step                                                │
+└─────┴────────────────────────────────────────────────────────────────────────────────────────────────────┘
Learning rate:
┌─────────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐
│ -1.01e-1│                                                                                                  - │
File "test/training/bigram.expected", line 1, characters 0-0:
/usr/bin/git --no-pager diff --no-index --color=always -u _build/default/test/training/bigram.expected _build/default/test/training/bigram.exe.output
diff --git a/_build/default/test/training/bigram.expected b/_build/default/test/training/bigram.exe.output
index 30c1ff5..0f92b94 100644
--- a/_build/default/test/training/bigram.expected
+++ b/_build/default/test/training/bigram.exe.output
@@ -14,9 +14,9 @@ input_size: 229000
││      │ 6.12e-1  5.62e-1  ...  4.71e-1  8.02e-1 ││
│└──────┴─────────────────────────────────────────┘│
└──────────────────────────────────────────────────┘
-Epoch 0, loss=2.952727
+Epoch 0, loss=3.332218
#38 /._batch_loss
-                                                                                                                                   2.95
+                                                                                                                                   3.33
#39 grad_/._batch_loss Virt/40
<void>
#36 => Local/9046                                                                                                                                  │#35 1000 Virt/40
@@ -69,23 +69,23 @@ Epoch 0, loss=2.952727
│     0.00  0.00  ...  0.00  0.00 │ 0.00  0.00  ...  0.00  0.00 │     │ 0.00  0.00  ...  0.00  0.00 │ 0.00  0.00  ...  0.00  0.00   │                                                                                                                             │
│     ...   ...   ...  ...   ...  │ ...   ...   ...  ...   ...  │     │ ...   ...   ...  ...   ...  │ ...   ...   ...  ...   ...    │                                                                                                                             │
│     0.00  0.00  ...  0.00  0.00 │ 0.00  0.00  ...  1.00  0.00 │     │ 0.00  0.00  ...  0.00  0.00 │ 0.00  0.00  ...  0.00  1.00   │                                                                                                                             │
-                │     0.00  0.00  ...  0.00  0.00 │ 1.00  0.00  ...  0.00  0.00 │     │ 0.00  0.00  ...  0.00  0.00 │ 0.00  0.00  ...  0.00  0.00   │                                                                                                                             │wax
-ah
-rthttcadtw
-sshjod
-urisrrghnan
-wxicyrdgddawtfgbbleyqsi
-pj
-ds
-qlsa
-bsrie
-a
-kusad
-s
-maamh
+                │     0.00  0.00  ...  0.00  0.00 │ 1.00  0.00  ...  0.00  0.00 │     │ 0.00  0.00  ...  0.00  0.00 │ 0.00  0.00  ...  0.00  0.00   │                                                                                                                             │y
+x
+afbsvivud
+duw
+usinpc
+wsmusuiiqmojyxiexteiefaxsghcblgysrkarj
+eu
+skubacsrmi


-ad
-hurcuon
-bhdsz
-kwlw
-jharfchtjt
+
+nwtcd
+uaoebkl
+
+
+c
+ivretpngchitz
+lxkx
+kjeuicivlt
+zrgkttfanfivy
+jhjqfvahzckilgpxwkgnhltzjg
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..f51becc 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: 40.000000


Half-moons scatterplot and decision boundary:
┌────────────────────────────────────────────────────────────────────────────────────────────────────┐
@@ -9,91 +9,91 @@ Half-moons scatterplot and decision boundary:
│*******************#******#*#**#**##**##*#**#***#***************************************************│
│***************#********#***#**#**#**#*#*##**##**##*************************************************│
│*************#****#*###**#*##*#*##***##*#######******#**********************************************│
-│*****************#*#****#***#***#*#*#*********#*##*##*********************************************..│
-│************#***##*###***#*#********#**#***##*#***##***#***************************************.....│
-│**********#***#****#####*#***###******#*#*#***#***#***#*##**#********************************.......│
-│***********####*#***#****#*#*****##****#**********##*************************************...........│
-│*********#****#***#**##*#*#*#*******#**##*#*##*##*#*#**#**##**************************..............│
-│**********#**#*###**#**********************#***#***#**#*##***#*********************.................│
-│***#**#****###*##*#*##************%************##*##**#*#*#*********************....................│
-│***#**#**#*#***###**#*#**********%******%********#***#****#****#*************.......................│
-│********#**###***#******************************#***#*#**#***###*********...............%.%....%....│
-│**#********####*#**#**********%******%*%************#**##***##***#****............................%.│
-│****##*****##****#************%******%****************#**#*#*#*##*#.............................%...│
-│***#*#**#***#*#****************%*%*****%*************#*##*#*#**..#...........................%.%.%..│
-│*#*#**#**#*#***#***************%*%*%%*%*****************###*....#.###...................%.%..%...%.%│
-│****##**##******************************%****************###.##..#.#.....................%%%..%.%%..│
-│***#***##*##*****************%*%%*%%%*%*************.....#.#.####.#.#...................%%%%.%..%...│
-│#*#*#*#**#*#*****************%****%*%*%%%******...........#.............................%....%.%.%..│
-│##*##***#**#*****************%***%%*%%**%*.%..................#...#.#............................%%.│
-│*#**#******#*********************%**%...%%..................##...#.###...............%.%%.%..%......│
-│#***#*##**#*********************.%...%...%.......................#..#.................%.%%.%%%..%%%.│
-│*#*##***##*****************......%.%%%.%....................###..#.##..................%.%%.........│
-│******#*#*************............%%.%.%%%%.........................#............%.%..%%..%..%......│
-│*****#****#******.....................%.%.%...................#....#..............%.%..%..%.%..%%%..│
-│*****##****.....................%...%...%%.%%..%...................#............%....%%%.%%..%......│
-│******............................%..%.%%.%%.%..%%.%%...........#.##..............%%%%.........%....│
-│*..................................%%..%...%..%%%%..........................%%%.....%.%..%.%........│
-│......................................%..%.%..%..%....................%..%..%%%%.%.%%%%%...%%.......│
-│....................................%%...%%%.%%%%.%.%.%%.....%...........%.%%%%%.%....%.%...........│
-│........................................%..%.......%.%%%....%%.%..%%%.%%..%.%.%.%..%................│
-│........................................%...%%..%....%..%%.%%.%.%....%....%%%..%.%%..%.%............│
-│...........................................%%....%..%.%%%..%%%....%%.%...%%...%%...%%...%%..........│
-│.............................................%.%..%..%%%%%.%....%%...%%.%..%..%....%................│
-│...........................................%............%..%%.....%%..%.%.%....%....................│
-│...................................................%...%.%..%.%.......%%...%........................│
-│........................................................%%%.....%.%..%..%.....%..%..................│
-│......................................................%....%%%%.%.%.%....%..........................│
+│*****************#*#****#***#***#*#*#*********#*##*##***********************************************│
+│************#***##*###***#*#********#**#***##*#***##***#********************************************│
+│**********#***#****#####*#***###******#*#*#***#***#***#*##**#***************************************│
+│***********####*#***#****#*#*****##****#**********##************************************************│
+│*********#****#***#**##*#*#*#*******#**##*#*##*##*#*#**#**##****************************************│
+│**********#**#*###**#**********************#***#***#**#*##***#**************************************│
+│***#**#****###*##*#*##************%************##*##**#*#*#*****************************************│
+│***#**#**#*#***###**#*#**********%******%********#***#****#****#************************************│
+│********#**###***#******************************#***#*#**#***###************************%*%****%****│
+│**#********####*#**#**********%******%*%************#**##***##***#********************************%*│
+│****##*****##****#************%******%****************#**#*#*#*##*#*****************************%***│
+│***#*#**#***#*#****************%*%*****%*************#*##*#*#****#***************************%*%*%**│
+│*#*#**#**#*#***#***************%*%*%%*%*****************###*****#*###*******************%*%**%***%*%│
+│****##**##******************************%****************###*##**#*#*********************%%%**%*%%**│
+│***#***##*##*****************%*%%*%%%*%******************#*#*####*#*#*******************%%%%*%**%***│
+│#*#*#*#**#*#*****************%****%*%*%%%*****************#*****************************%****%*%*%**│
+│##*##***#**#*****************%***%%*%%**%**%******************#***#*#****************************%%*│
+│*#**#******#*********************%**%***%%******************##***#*###***************%*%%*%**%******│
+│#***#*##**#**********************%***%***%***********************#**#*****************%*%%*%%%**%%%*│
+│*#*##***##***********************%*%%%*%********************###**#*##******************%*%%*********│
+│******#*#*************************%%*%*%%%%*************************#************%*%**%%**%**%******│
+│*****#****#***************************%*%*%*******************#****#**************%*%**%**%*%**%%%**│
+│*****##*************************%***%***%%*%%**%*******************#************%****%%%*%%**%******│
+│**********************************%**%*%%*%%*%**%%*%%***********#*##**************%%%%*********%****│
+│***********************************%%**%***%**%%%%**************************%%%*****%*%**%*%********│
+│**************************************%**%*%**%**%********************%**%**%%%%*%*%%%%%***%%*******│
+│************************************%%***%%%*%%%%*%*%*%%*****%***********%*%%%%%*%****%*%***********│
+│****************************************%**%*******%*%%%****%%*%**%%%*%%**%*%*%*%**%****************│
+│****************************************%***%%**%****%**%%*%%*%*%****%****%%%**%*%%**%*%************│
+│*******************************************%%****%**%*%%%**%%%****%%*%***%%***%%***%%***%%**********│
+│*********************************************%*%**%**%%%%%*%****%%***%%*%**%**%****%****************│
+│*******************************************%************%**%%*****%%**%*%*%****%********************│
+│***************************************************%***%*%**%*%*******%%***%************************│
+│********************************************************%%%*****%*%**%**%*****%**%******************│
+│******************************************************%****%%%%*%*%*%****%**************************│
└────────────────────────────────────────────────────────────────────────────────────────────────────┘
Batch Log-loss:
-┌─────────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐
-│ 3.84    │-                                                                                                   │
-│         │                                                                                                    │
-│         │                                                                                                    │
-│         │-                                                                                                   │
-│         │                                                                                                    │
-│         │                                                                                                    │
-│         │ - -                --                                                                              │
-│         │  -  ---- ---- ----   -- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- │
-│         │ -                               - ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- │
-│         │------------------- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- │
-│         │-         -        - -- ---- ---- ----  ---- ---- ---- ---- ---- ----                               │
-│         │-   -- - - -- ----                     ---- ---                       ---- ---- ---- ---- ---- ---  │
-│         │---   -            --   -                      - ---- ---  --                                     - │
-│b        │                     --  ---                             -   -- - -- - -- --- -                     │
-│a        │- -  -                       -- -                  - -   --   ------ ------ -- ---------------------│
-│t        │ -     -                 --    -  ----      -  ---  - - -  - -      -        -                     -│
-│c        │  - - -- -- ---      ---- ---- ---- ----  --- -- - -  -  -   -  -    -                              │
-│h        │ -  -  --  --   ---   - -  --- -    -   --      -   --  - --  --  ---  ---- ---- ---- ----          │
-│         │   -  - -- -  ------ -            -  -   -                                                 ---- ----│
-│l        │   -     - - -- - - -       --      - --  - -  - - -      -                 -                       │
-│o        │      ---        -             ---       - -- - --  --- -- - ---- -- -       -         -    -       │
-│g        │   --       -        -    -                                         -  ---- -  -    - - -- - -    --│
-│         │                   -       -              -   -                      -        -  ---          - --  │
-│l        │                        -                    --    -                                             -  │
-│o        │-                      -                       -    -                                               │
-│s        │                      -                           -                                                 │
-│s        │ -  -                                    -       -     -                                     -     -│
-│         │        -       -                           -      -  -  -                                    - -   │
-│         │                                       -            -       -                                       │
-│         │                                                             -                                    - │
-│         │                                          -    -                     -                              │
-│         │              -                                                                                     │
-│         │                                                -          -                                        │
-│         │            -                                           -                                           │
-│         │                                           -                                                        │
-│         │                                                     -                                              │
-│         │                                                                                                    │
-│         │                                                                                                    │
-│         │                                    -                                                               │
-│ -1.04e+1│ ---------------------------------------------------------------------------------------------------│
-├─────────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤
-│         │0.00                                                                                         1.59e+3│
-│         │                                                step                                                │
-└─────────┴────────────────────────────────────────────────────────────────────────────────────────────────────┘
+┌────────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐
+│ 3.69   │-                                                                                                   │
+│        │                                                                                                    │
+│        │                                                                                                    │
+│        │                                                                                                    │
+│        │                                                                                                    │
+│        │                                                                                                    │
+│        │                                                                                                    │
+│        │                                                                                                    │
+│        │                                                                                                    │
+│        │                                                                                                    │
+│        │                                                                                                    │
+│        │                                                                                                    │
+│        │                                                                                                    │
+│b       │                                                                                                    │
+│a       │                                                                                                    │
+│t       │                                                                                                    │
+│c       │                                                                                                    │
+│h       │                                                                                                    │
+│        │                                                                                                    │
+│l       │                                                                                                    │
+│o       │                                                                                                    │
+│g       │                                                                                                    │
+│        │                                                                                                    │
+│l       │                                                                                                    │
+│o       │                                                                                                    │
+│s       │                                                                                                    │
+│s       │                                                                                                    │
+│        │                                                                                                    │
+│        │                                                                                                    │
+│        │                                                                                                    │
+│        │                                                                                                    │
+│        │                                                                                                    │
+│        │                                                                                                    │
+│        │                                                                                                    │
+│        │                                                                                                    │
+│        │                                                                                                    │
+│        │                                                                                                    │
+│        │                                                                                                    │
+│        │                                                                                                    │
+│ 6.93e-1│----------------------------------------------------------------------------------------------------│
+├────────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤
+│        │0.00                                                                                         1.59e+3│
+│        │                                                step                                                │
+└────────┴────────────────────────────────────────────────────────────────────────────────────────────────────┘
Epoch Log-loss:
┌─────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐
-│ 4.38│-                                                                                                   │
+│ 4.36│-                                                                                                   │
│     │                                                                                                    │
│     │                                                                                                    │
│     │                                                                                                    │
@@ -124,15 +124,15 @@ Epoch Log-loss:
│     │                                                                                                    │
│     │                                                                                                    │
│     │                                                                                                    │
-│     │ -                                                                                                  │
│     │                                                                                                    │
-│     │   -      -                                                                                         │
-│     │  -  ----  --- ---- --   --                                                                         │
-│     │                      --   -- ----                                                                  │
-│     │                                   ---- ---- ---                                                    │
-│     │                                                - ---- ---- ---  -                                  │
-│     │                                                               -  --- ---- ---  ---                 │
-│ 2.37│                                                                              -    - ---- ---- ---- │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│ 3.68│ --- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- │
├─────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤
│     │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..c5e8312 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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-│**********..............................................%%%.....%.%..%..%.....%..%..................│
-│*********.............................................%....%%%%.%.%.%....%..........................│
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+│****##**##******************************%****************###*##**#*#*********************%%%**%*%%**│
+│***#***##*##*****************%*%%*%%%*%******************#*#*####*#*#*******************%%%%*%**%***│
+│#*#*#*#**#*#*****************%****%*%*%%%*****************#*****************************%****%*%*%**│
+│##*##***#**#*****************%***%%*%%**%**%******************#***#*#****************************%%*│
+│*#**#******#*********************%**%***%%******************##***#*###***************%*%%*%**%******│
+│#***#*##**#**********************%***%***%***********************#**#*****************%*%%*%%%**%%%*│
+│*#*##***##***********************%*%%%*%********************###**#*##******************%*%%*********│
+│******#*#*************************%%*%*%%%%*************************#************%*%**%%**%**%******│
+│*****#****#***************************%*%*%*******************#****#**************%*%**%**%*%**%%%**│
+│*****##*************************%***%***%%*%%**%*******************#************%****%%%*%%**%******│
+│**********************************%**%*%%*%%*%**%%*%%***********#*##**************%%%%*********%****│
+│***********************************%%**%***%**%%%%**************************%%%*****%*%**%*%********│
+│**************************************%**%*%**%**%********************%**%**%%%%*%*%%%%%***%%*******│
+│************************************%%***%%%*%%%%*%*%*%%*****%***********%*%%%%%*%****%*%***********│
+│****************************************%**%*******%*%%%****%%*%**%%%*%%**%*%*%*%**%****************│
+│****************************************%***%%**%****%**%%*%%*%*%****%****%%%**%*%%**%*%************│
+│*******************************************%%****%**%*%%%**%%%****%%*%***%%***%%***%%***%%**********│
+│*********************************************%*%**%**%%%%%*%****%%***%%*%**%**%****%****************│
+│*******************************************%************%**%%*****%%**%*%*%****%********************│
+│***************************************************%***%*%**%*%*******%%***%************************│
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+│******************************************************%****%%%%*%*%*%****%**************************│
└────────────────────────────────────────────────────────────────────────────────────────────────────┘Loss:
┌────────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐
-│ 2.61e+1│-                                                                                                   │
+│ 2.63e+1│-                                                                                                   │
│        │                                                                                                    │
│        │                                                                                                    │
│        │                                                                                                    │
@@ -78,61 +78,61 @@ Half-moons scatterplot and decision boundary:
│        │                                                                                                    │
│        │                                                                                                    │
│        │                                                                                                    │
-│        │ --                   -                                                                             │
-│        │-     ---    - ---     -                                                                            │
-│        │   - - -   --  - -- -- - ----  -   ---    --       --                                               │
-│        │----  - - - --  - - - -- ---- - --    - --   ---- ---- ---- ---- ---   -                            │
-│        │-------------- ---- ---- ---- ---- --    --- ---- - -- ---- ---- ---- ---- ---- ---- ---- ---- ---- │
-│ 0.00   │----------------------------------------------------------------------------------------------------│
+│        │                                                                                                    │
+│        │                                                                                                    │
+│        │                                                                                                    │
+│        │                                                                                                    │
+│        │                                                                                                    │
+│ 1.00   │----------------------------------------------------------------------------------------------------│
├────────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤
│        │0.00                                                                                         6.39e+3│
│        │                                                step                                                │
└────────┴────────────────────────────────────────────────────────────────────────────────────────────────────┘Log-loss, for better visibility:
-┌─────────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐
-│ 3.26    │-                                                                                                   │
-│         │                                                                                                    │
-│         │                                                                                                    │
-│         │                                                                                                    │
-│         │                                                                                                    │
-│         │                                                                                                    │
-│         │ --                   -                                                                             │
-│         │-  -  ---   -- ---- -  -           -                                                                │
-│         │     ---  -- - ---   --- ---- ----  --- ---- ---- ---- -                                            │
-│         │---- ---- - -     - -  - ---- --                  ---  ---- ---- ---- ---- -- - ----    -   -    -  │
-│         │ --- --------- ---- -- - ---- - -- -       - ----    -  --- ---- ---- ---- ---- ---- ---- ---- ---- │
-│         │-------- ----  ---- ---- ---- --    ---  --         -                                               │
-│         │--   - -   --- ---  ---  -  -           -         -- -                                              │
-│         │--   --- - --  -  -   --  -   --              ---  --- ----    -  -                                 │
-│         │--- ----  - --   -   ---       -           - -    -- -      ---  - --  -                            │
-│         │--  -  - -    -  --  -      -  --               -   -  -            - - -- ---        -   -  -  - - │
-│l        │- - - -- -  -  ---  -  - -- -  --  -  ----- --   -  -   --  -   ---   - ------- ---- --------  - -  │
-│o        │- ---- ---- -- ------ - -  -   -- ----- -- -  ---------- -- ---- ------- ---- -- ------ - -- - -- - │
-│g        │  - --  ---- ------ - ----- -  ---- -   -- -- - ---  ---- ---- ----  -- --   - ------------- ----- -│
-│         │- - -- --  ------ -- -  ----  - -- --    --  -- -  - - ------  -    - - ---- -- -  - - -- - ---   --│
-│l        │---    --  - ---- - -  --- ---   -- - -   --  --- -------- -------    - -   - --- -----  - -------  │
-│o        │- - -  --  ----- - - ---- - --  - - -- --- -- -  ------   ---- ---- - ---- -           --        - -│
-│s        │-      --------- -  --  ----  ---- -- -  -- ----  -- ---- -   -- - -----   -- - -   -       -     --│
-│s        │    ----   - -------- --  -----   -    -- -  -  -  - --- --   -- -- -    ---  -      -  ---  - -  - │
-│         │  - --   ------ - - --   -- ----- -- --     -  ---- ----  --    -  ---     - - -  - -- -  --  ---   │
-│         │-- --   -  --      -  - -  - -  - ---       -  - -- -   -  --  -- - - - -    -  -  -  ----      -  -│
-│         │--- -- -   - - -       -  -        ----  ----   ---  ---        --  -- -  -    --   -- -  -  - -  --│
-│         │ -  -       -      ---   -   -  --  -                 -  - -     - -           -   -      -   -     │
-│         │    --  ---    -          - - -            -    -    --       --       -----       -              - │
-│         │  - -      -       -        - - - -              -            -         --       -       -          │
-│         │ -          -                 --                -       -   -      -     -    -             - -  -  │
-│         │  -          -   -                                     -                -                     -     │
-│         │   -      -                       -                            -                                    │
-│         │   -                                           -             -                                      │
-│         │    -               -                                 -                                             │
-│         │                                                                                                    │
-│         │                            -                                                   -                   │
-│         │                                  -   -                                                             │
-│         │                                                                                                    │
-│ -1.00e+1│----------------------------------------------------------------------------------------------------│
-├─────────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤
-│         │0.00                                                                                         6.39e+3│
-│         │                                                step                                                │
-└─────────┴────────────────────────────────────────────────────────────────────────────────────────────────────┘
+┌─────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐
+│ 3.27│-                                                                                                   │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│l    │                                                                                                    │
+│o    │                                                                                                    │
+│g    │                                                                                                    │
+│     │                                                                                                    │
+│l    │                                                                                                    │
+│o    │                                                                                                    │
+│s    │                                                                                                    │
+│s    │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│     │                                                                                                    │
+│ 0.00│----------------------------------------------------------------------------------------------------│
+├─────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤
+│     │0.00                                                                                         6.39e+3│
+│     │                                                step                                                │
+└─────┴────────────────────────────────────────────────────────────────────────────────────────────────────┘
Learning rate:
┌─────────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐
│ -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 21:12.10: Job failed: Failed: Build failed