2025-07-05 11:35.20: New job: test ahrefs/ocannl https://github.com/ahrefs/ocannl.git#refs/heads/master (f24a1e671a0ad71511a2513422348c7aff851376) (linux-ppc64:debian-12-5.3_ppc64_opam-2.3)
Base: ocaml/opam:debian-12-ocaml-5.3@sha256:ee1370892e35a7707afd41501039a3c90e173dd9ce9096b12b0e38a805d568f8
Opam project build
To reproduce locally:
git clone --recursive "https://github.com/ahrefs/ocannl.git" -b "master" && cd "ocannl" && git reset --hard f24a1e67
cat > Dockerfile <<'END-OF-DOCKERFILE'
FROM ocaml/opam:debian-12-ocaml-5.3@sha256:ee1370892e35a7707afd41501039a3c90e173dd9ce9096b12b0e38a805d568f8
# debian-12-5.3_ppc64_opam-2.3
USER 1000:1000
ENV CLICOLOR_FORCE="1"
ENV OPAMCOLOR="always"
WORKDIR /src
RUN sudo ln -f /usr/bin/opam-2.3 /usr/bin/opam
RUN opam init --reinit -ni
RUN uname -rs && opam exec -- ocaml -version && opam --version
WORKDIR /src
RUN sudo chown opam /src
RUN cd ~/opam-repository && (git cat-file -e 382e02b4c17b5b59d503254784ac3a5d78916d5a || git fetch origin master) && git reset -q --hard 382e02b4c17b5b59d503254784ac3a5d78916d5a && git log --no-decorate -n1 --oneline && opam update -u
COPY --chown=1000:1000 neural_nets_lib.opam arrayjit.opam ./
RUN opam pin add -yn neural_nets_lib.dev './' && \
opam pin add -yn arrayjit.dev './'
RUN echo '(lang dune 3.0)' > './dune-project'
ENV DEPS="angstrom.0.16.1 astring.0.8.5 backoff.0.1.1 base.v0.17.3 base-bigarray.base base-bytes.base base-domains.base base-effects.base base-nnp.base base-threads.base base-unix.base bigarray-compat.1.1.0 bigstringaf.0.10.0 camlp-streams.5.0.1 camlzip.1.13 cmdliner.1.3.0 conf-libcurl.2 conf-libffi.2.0.0 conf-pkg-config.4 conf-zlib.1 cppo.1.8.0 csexp.1.5.2 csv.2.4 ctypes.0.23.0 ctypes-foreign.0.23.0 curl.0.10.0 dune.3.19.1 dune-configurator.3.19.1 fieldslib.v0.17.0 fmt.0.10.0 integers.0.7.0 jane-street-headers.v0.17.0 jst-config.v0.17.0 logs.0.8.0 mdx.2.5.0 mtime.2.1.0 multicore-magic.2.3.1 num.1.6 ocaml.5.3.0 ocaml-base-compiler.5.3.0 ocaml-compiler.5.3.0 ocaml-compiler-libs.v0.17.0 ocaml-config.3 ocaml-options-vanilla.1 ocaml-syntax-shims.1.0.0 ocaml-version.4.0.1 ocaml_intrinsics_kernel.v0.17.1 ocamlbuild.0.16.1 ocamlfind.1.9.8 parsexp.v0.17.0 pprint.20230830 ppx_assert.v0.17.0 ppx_base.v0.17.0 ppx_cold.v0.17.0 ppx_compare.v0.17.0 ppx_derivers.1.2.1 ppx_deriving.6.1.0 ppx_enumerate.v0.17.0 ppx_expect.v0.17.3 ppx_fields_conv.v0.17.0 ppx_globalize.v0.17.2 ppx_hash.v0.17.0 ppx_here.v0.17.0 ppx_inline_test.v0.17.1 ppx_minidebug.2.3.0 ppx_optcomp.v0.17.1 ppx_sexp_conv.v0.17.1 ppx_string.v0.17.0 ppx_variants_conv.v0.17.1 ppxlib.0.36.0 ppxlib_jane.v0.17.4 printbox.0.12 printbox-ext-plot.0.12 printbox-html.0.12 printbox-md.0.12 printbox-text.0.12 ptime.1.2.0 re.1.13.2 result.1.5 saturn_lockfree.0.5.0 seq.base sexplib.v0.17.0 sexplib0.v0.17.0 stdio.v0.17.0 stdlib-shims.0.3.0 thread-local-storage.0.2 time_now.v0.17.0 topkg.1.0.8 tyxml.4.6.0 uucp.16.0.0 uutf.1.0.4 variantslib.v0.17.0"
ENV CI="true"
ENV OCAMLCI="true"
RUN opam update --depexts && opam install --cli=2.3 --depext-only -y neural_nets_lib.dev arrayjit.dev $DEPS
RUN opam install $DEPS
COPY --chown=1000:1000 . /src
RUN opam exec -- dune build @install @check @runtest && rm -rf _build
END-OF-DOCKERFILE
docker build .
END-REPRO-BLOCK
2025-07-05 11:35.20: Using cache hint "ahrefs/ocannl-ocaml/opam:debian-12-ocaml-5.3@sha256:ee1370892e35a7707afd41501039a3c90e173dd9ce9096b12b0e38a805d568f8-debian-12-5.3_ppc64_opam-2.3-e7b66700cdf32b3cc2b84269e6d26c23"
2025-07-05 11:35.20: Using OBuilder spec:
((from ocaml/opam:debian-12-ocaml-5.3@sha256:ee1370892e35a7707afd41501039a3c90e173dd9ce9096b12b0e38a805d568f8)
(comment debian-12-5.3_ppc64_opam-2.3)
(user (uid 1000) (gid 1000))
(env CLICOLOR_FORCE 1)
(env OPAMCOLOR always)
(workdir /src)
(run (shell "sudo ln -f /usr/bin/opam-2.3 /usr/bin/opam"))
(run (shell "opam init --reinit -ni"))
(run (shell "uname -rs && opam exec -- ocaml -version && opam --version"))
(workdir /src)
(run (shell "sudo chown opam /src"))
(run (cache (opam-archives (target /home/opam/.opam/download-cache)))
(network host)
(shell "cd ~/opam-repository && (git cat-file -e 382e02b4c17b5b59d503254784ac3a5d78916d5a || git fetch origin master) && git reset -q --hard 382e02b4c17b5b59d503254784ac3a5d78916d5a && git log --no-decorate -n1 --oneline && opam update -u"))
(copy (src neural_nets_lib.opam arrayjit.opam) (dst ./))
(run (network host)
(shell "opam pin add -yn neural_nets_lib.dev './' && \
\nopam pin add -yn arrayjit.dev './'"))
(run (network host)
(shell "echo '(lang dune 3.0)' > './dune-project'"))
(env DEPS "angstrom.0.16.1 astring.0.8.5 backoff.0.1.1 base.v0.17.3 base-bigarray.base base-bytes.base base-domains.base base-effects.base base-nnp.base base-threads.base base-unix.base bigarray-compat.1.1.0 bigstringaf.0.10.0 camlp-streams.5.0.1 camlzip.1.13 cmdliner.1.3.0 conf-libcurl.2 conf-libffi.2.0.0 conf-pkg-config.4 conf-zlib.1 cppo.1.8.0 csexp.1.5.2 csv.2.4 ctypes.0.23.0 ctypes-foreign.0.23.0 curl.0.10.0 dune.3.19.1 dune-configurator.3.19.1 fieldslib.v0.17.0 fmt.0.10.0 integers.0.7.0 jane-street-headers.v0.17.0 jst-config.v0.17.0 logs.0.8.0 mdx.2.5.0 mtime.2.1.0 multicore-magic.2.3.1 num.1.6 ocaml.5.3.0 ocaml-base-compiler.5.3.0 ocaml-compiler.5.3.0 ocaml-compiler-libs.v0.17.0 ocaml-config.3 ocaml-options-vanilla.1 ocaml-syntax-shims.1.0.0 ocaml-version.4.0.1 ocaml_intrinsics_kernel.v0.17.1 ocamlbuild.0.16.1 ocamlfind.1.9.8 parsexp.v0.17.0 pprint.20230830 ppx_assert.v0.17.0 ppx_base.v0.17.0 ppx_cold.v0.17.0 ppx_compare.v0.17.0 ppx_derivers.1.2.1 ppx_deriving.6.1.0 ppx_enumerate.v0.17.0 ppx_expect.v0.17.3 ppx_fields_conv.v0.17.0 ppx_globalize.v0.17.2 ppx_hash.v0.17.0 ppx_here.v0.17.0 ppx_inline_test.v0.17.1 ppx_minidebug.2.3.0 ppx_optcomp.v0.17.1 ppx_sexp_conv.v0.17.1 ppx_string.v0.17.0 ppx_variants_conv.v0.17.1 ppxlib.0.36.0 ppxlib_jane.v0.17.4 printbox.0.12 printbox-ext-plot.0.12 printbox-html.0.12 printbox-md.0.12 printbox-text.0.12 ptime.1.2.0 re.1.13.2 result.1.5 saturn_lockfree.0.5.0 seq.base sexplib.v0.17.0 sexplib0.v0.17.0 stdio.v0.17.0 stdlib-shims.0.3.0 thread-local-storage.0.2 time_now.v0.17.0 topkg.1.0.8 tyxml.4.6.0 uucp.16.0.0 uutf.1.0.4 variantslib.v0.17.0")
(env CI true)
(env OCAMLCI true)
(run (cache (opam-archives (target /home/opam/.opam/download-cache)))
(network host)
(shell "opam update --depexts && opam install --cli=2.3 --depext-only -y neural_nets_lib.dev arrayjit.dev $DEPS"))
(run (cache (opam-archives (target /home/opam/.opam/download-cache)))
(network host)
(shell "opam install $DEPS"))
(copy (src .) (dst /src))
(run (shell "opam exec -- dune build @install @check @runtest && rm -rf _build"))
)
2025-07-05 11:35.20: Waiting for resource in pool OCluster
2025-07-05 11:35.21: Waiting for worker…
2025-07-05 11:35.21: Got resource from pool OCluster
Building on orithia.caelum.ci.dev
HEAD is now at a74ec401 Untested: factor out the synthetic `half_moons` dataset; by Claude Sonnet
HEAD is now at f24a1e67 Cleanup to the `param` interface
(from ocaml/opam:debian-12-ocaml-5.3@sha256:ee1370892e35a7707afd41501039a3c90e173dd9ce9096b12b0e38a805d568f8)
2025-07-05 11:35.21 ---> using "d2f18e339fc62b9487ec937ac3577309d7eb0a63dee3b97d34f0497b3005480e" from cache
/: (comment debian-12-5.3_ppc64_opam-2.3)
/: (user (uid 1000) (gid 1000))
/: (env CLICOLOR_FORCE 1)
/: (env OPAMCOLOR always)
/: (workdir /src)
/src: (run (shell "sudo ln -f /usr/bin/opam-2.3 /usr/bin/opam"))
2025-07-05 11:35.21 ---> using "e6b136681c35276cbef6d851cd2eb0b40e774f7ba585d83c9c254f621efae77f" from cache
/src: (run (shell "opam init --reinit -ni"))
Configuring from /home/opam/.opamrc and then from built-in defaults.
Checking for available remotes: rsync and local, git.
- you won't be able to use mercurial repositories unless you install the hg command on your system.
- you won't be able to use darcs repositories unless you install the darcs command on your system.
This development version of opam requires an update to the layout of /home/opam/.opam from version 2.0 to version 2.2, which can't be reverted.
You may want to back it up before going further.
Continue? [y/n] y
Format upgrade done.
<><> Updating repositories ><><><><><><><><><><><><><><><><><><><><><><><><><><>
[default] Initialised
2025-07-05 11:35.21 ---> using "b9ebd07ba793e5cd7420df0a641bc46cc71fe76c38ff48e146dbbf954ba22e36" from cache
/src: (run (shell "uname -rs && opam exec -- ocaml -version && opam --version"))
Linux 6.8.0-60-generic
The OCaml toplevel, version 5.3.0
2.3.0
2025-07-05 11:35.21 ---> using "97db4f2a7237e5b447638da04bf25fbec5db867405f5cfea6eed36787b7afbab" from cache
/src: (workdir /src)
/src: (run (shell "sudo chown opam /src"))
2025-07-05 11:35.21 ---> using "217228fd459dffef0016164a6fa8e4db6ca9da8012f8f36b9d10355e7658d75c" from cache
/src: (run (cache (opam-archives (target /home/opam/.opam/download-cache)))
(network host)
(shell "cd ~/opam-repository && (git cat-file -e 382e02b4c17b5b59d503254784ac3a5d78916d5a || git fetch origin master) && git reset -q --hard 382e02b4c17b5b59d503254784ac3a5d78916d5a && git log --no-decorate -n1 --oneline && opam update -u"))
From https://github.com/ocaml/opam-repository
* branch master -> FETCH_HEAD
bc726805e3..6dea2f9390 master -> origin/master
382e02b4c1 Merge pull request #28124 from kit-ty-kate/opam-publish-re.1.13.2
<><> Updating package repositories ><><><><><><><><><><><><><><><><><><><><><><>
[default] synchronised from git+file:///home/opam/opam-repository
Everything as up-to-date as possible (run with --verbose to show unavailable upgrades).
However, you may "opam upgrade" these packages explicitly, which will ask permission to downgrade or uninstall the conflicting packages.
Nothing to do.
# To update the current shell environment, run: eval $(opam env)
2025-07-05 11:35.21 ---> using "8c06703714c81be5bd0c368f10e30ffe25aee72e4b7a198bbac871792f4bf806" from cache
/src: (copy (src neural_nets_lib.opam arrayjit.opam) (dst ./))
2025-07-05 11:35.21 ---> using "cb595db9c1814dae3fd6d1ec231738408ce41158a8f48cd61b7dc535a8b8fb95" from cache
/src: (run (network host)
(shell "opam pin add -yn neural_nets_lib.dev './' && \
\nopam pin add -yn arrayjit.dev './'"))
[neural_nets_lib.dev] synchronised (file:///src)
neural_nets_lib is now pinned to file:///src (version dev)
[arrayjit.dev] synchronised (file:///src)
arrayjit is now pinned to file:///src (version dev)
2025-07-05 11:35.21 ---> using "329cf81221d563d024a31439eca4636a7a3cc1421a2f293704297b96e2c61c78" from cache
/src: (run (network host)
(shell "echo '(lang dune 3.0)' > './dune-project'"))
2025-07-05 11:35.21 ---> using "ea4d9b303197967df7f355e3cf9140648b554d8966e59513916f02644091aef5" from cache
/src: (env DEPS "angstrom.0.16.1 astring.0.8.5 backoff.0.1.1 base.v0.17.3 base-bigarray.base base-bytes.base base-domains.base base-effects.base base-nnp.base base-threads.base base-unix.base bigarray-compat.1.1.0 bigstringaf.0.10.0 camlp-streams.5.0.1 camlzip.1.13 cmdliner.1.3.0 conf-libcurl.2 conf-libffi.2.0.0 conf-pkg-config.4 conf-zlib.1 cppo.1.8.0 csexp.1.5.2 csv.2.4 ctypes.0.23.0 ctypes-foreign.0.23.0 curl.0.10.0 dune.3.19.1 dune-configurator.3.19.1 fieldslib.v0.17.0 fmt.0.10.0 integers.0.7.0 jane-street-headers.v0.17.0 jst-config.v0.17.0 logs.0.8.0 mdx.2.5.0 mtime.2.1.0 multicore-magic.2.3.1 num.1.6 ocaml.5.3.0 ocaml-base-compiler.5.3.0 ocaml-compiler.5.3.0 ocaml-compiler-libs.v0.17.0 ocaml-config.3 ocaml-options-vanilla.1 ocaml-syntax-shims.1.0.0 ocaml-version.4.0.1 ocaml_intrinsics_kernel.v0.17.1 ocamlbuild.0.16.1 ocamlfind.1.9.8 parsexp.v0.17.0 pprint.20230830 ppx_assert.v0.17.0 ppx_base.v0.17.0 ppx_cold.v0.17.0 ppx_compare.v0.17.0 ppx_derivers.1.2.1 ppx_deriving.6.1.0 ppx_enumerate.v0.17.0 ppx_expect.v0.17.3 ppx_fields_conv.v0.17.0 ppx_globalize.v0.17.2 ppx_hash.v0.17.0 ppx_here.v0.17.0 ppx_inline_test.v0.17.1 ppx_minidebug.2.3.0 ppx_optcomp.v0.17.1 ppx_sexp_conv.v0.17.1 ppx_string.v0.17.0 ppx_variants_conv.v0.17.1 ppxlib.0.36.0 ppxlib_jane.v0.17.4 printbox.0.12 printbox-ext-plot.0.12 printbox-html.0.12 printbox-md.0.12 printbox-text.0.12 ptime.1.2.0 re.1.13.2 result.1.5 saturn_lockfree.0.5.0 seq.base sexplib.v0.17.0 sexplib0.v0.17.0 stdio.v0.17.0 stdlib-shims.0.3.0 thread-local-storage.0.2 time_now.v0.17.0 topkg.1.0.8 tyxml.4.6.0 uucp.16.0.0 uutf.1.0.4 variantslib.v0.17.0")
/src: (env CI true)
/src: (env OCAMLCI true)
/src: (run (cache (opam-archives (target /home/opam/.opam/download-cache)))
(network host)
(shell "opam update --depexts && opam install --cli=2.3 --depext-only -y neural_nets_lib.dev arrayjit.dev $DEPS"))
+ /usr/bin/sudo "apt-get" "update"
- Hit:1 http://deb.debian.org/debian bookworm InRelease
- 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 ppc64el Packages.diff/Index [17.3 kB]
- Get:5 http://deb.debian.org/debian bookworm-updates/main ppc64el Packages T-2025-06-13-1410.14-F-2025-06-13-1410.14.pdiff [434 B]
- Get:5 http://deb.debian.org/debian bookworm-updates/main ppc64el Packages T-2025-06-13-1410.14-F-2025-06-13-1410.14.pdiff [434 B]
- Get:6 http://deb.debian.org/debian-security bookworm-security/main ppc64el Packages [260 kB]
- Fetched 381 kB in 0s (791 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:ppc64el.
- (Reading database ...
(Reading database ... 5%
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(Reading database ... 35%
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(Reading database ... 75%
(Reading database ... 80%
(Reading database ... 85%
(Reading database ... 90%
(Reading database ... 95%
(Reading database ... 100%
(Reading database ... 18718 files and directories currently installed.)
- Preparing to unpack .../0-libcurl4-gnutls-dev_7.88.1-10+deb12u12_ppc64el.deb ...
- Unpacking libcurl4-gnutls-dev:ppc64el (7.88.1-10+deb12u12) ...
- Selecting previously unselected package libffi-dev:ppc64el.
- Preparing to unpack .../1-libffi-dev_3.4.4-1_ppc64el.deb ...
- Unpacking libffi-dev:ppc64el (3.4.4-1) ...
- Selecting previously unselected package libpkgconf3:ppc64el.
- Preparing to unpack .../2-libpkgconf3_1.8.1-1_ppc64el.deb ...
- Unpacking libpkgconf3:ppc64el (1.8.1-1) ...
- Selecting previously unselected package pkgconf-bin.
- Preparing to unpack .../3-pkgconf-bin_1.8.1-1_ppc64el.deb ...
- Unpacking pkgconf-bin (1.8.1-1) ...
- Selecting previously unselected package pkgconf:ppc64el.
- Preparing to unpack .../4-pkgconf_1.8.1-1_ppc64el.deb ...
- Unpacking pkgconf:ppc64el (1.8.1-1) ...
- Selecting previously unselected package pkg-config:ppc64el.
- Preparing to unpack .../5-pkg-config_1.8.1-1_ppc64el.deb ...
- Unpacking pkg-config:ppc64el (1.8.1-1) ...
- Selecting previously unselected package zlib1g-dev:ppc64el.
- Preparing to unpack .../6-zlib1g-dev_1%3a1.2.13.dfsg-1_ppc64el.deb ...
- Unpacking zlib1g-dev:ppc64el (1:1.2.13.dfsg-1) ...
- Setting up libcurl4-gnutls-dev:ppc64el (7.88.1-10+deb12u12) ...
- Setting up libffi-dev:ppc64el (3.4.4-1) ...
- Setting up libpkgconf3:ppc64el (1.8.1-1) ...
- Setting up pkgconf-bin (1.8.1-1) ...
- Setting up zlib1g-dev:ppc64el (1:1.2.13.dfsg-1) ...
- Setting up pkgconf:ppc64el (1.8.1-1) ...
- Setting up pkg-config:ppc64el (1.8.1-1) ...
- Processing triggers for libc-bin (2.36-9+deb12u10) ...
2025-07-05 11:35.21 ---> using "1e00aa32faf26e2051bb1b58233323fc290980ce87085c1df3bacd1e71600195" from cache
/src: (run (cache (opam-archives (target /home/opam/.opam/download-cache)))
(network host)
(shell "opam install $DEPS"))
[NOTE] Package ocaml-options-vanilla is already installed (current version is 1).
[NOTE] Package ocaml-config is already installed (current version is 3).
[NOTE] Package ocaml-compiler is already installed (current version is 5.3.0).
[NOTE] Package ocaml-base-compiler is already installed (current version is 5.3.0).
[NOTE] Package ocaml is already installed (current version is 5.3.0).
[NOTE] Package base-unix is already installed (current version is base).
[NOTE] Package base-threads is already installed (current version is base).
[NOTE] Package base-nnp is already installed (current version is base).
[NOTE] Package base-effects is already installed (current version is base).
[NOTE] Package base-domains is already installed (current version is base).
[NOTE] Package base-bigarray is already installed (current version is base).
The following actions will be performed:
=== install 81 packages
- install angstrom 0.16.1
- install astring 0.8.5
- install backoff 0.1.1
- install base v0.17.3
- install base-bytes base
- install bigarray-compat 1.1.0
- install bigstringaf 0.10.0
- install camlp-streams 5.0.1
- install camlzip 1.13
- install cmdliner 1.3.0
- install conf-libcurl 2
- install conf-libffi 2.0.0
- install conf-pkg-config 4
- install conf-zlib 1
- install cppo 1.8.0
- install csexp 1.5.2
- install csv 2.4
- install ctypes 0.23.0
- install ctypes-foreign 0.23.0
- install curl 0.10.0
- install dune 3.19.1
- install dune-configurator 3.19.1
- install fieldslib v0.17.0
- install fmt 0.10.0
- install integers 0.7.0
- install jane-street-headers v0.17.0
- install jst-config v0.17.0
- install logs 0.8.0
- install mdx 2.5.0
- install mtime 2.1.0
- install multicore-magic 2.3.1
- install num 1.6
- install ocaml-compiler-libs v0.17.0
- install ocaml-syntax-shims 1.0.0
- install ocaml-version 4.0.1
- install ocaml_intrinsics_kernel v0.17.1
- install ocamlbuild 0.16.1
- install ocamlfind 1.9.8
- install parsexp v0.17.0
- install pprint 20230830
- install ppx_assert v0.17.0
- install ppx_base v0.17.0
- install ppx_cold v0.17.0
- install ppx_compare v0.17.0
- install ppx_derivers 1.2.1
- install ppx_deriving 6.1.0
- install ppx_enumerate v0.17.0
- install ppx_expect v0.17.3
- install ppx_fields_conv v0.17.0
- install ppx_globalize v0.17.2
- install ppx_hash v0.17.0
- install ppx_here v0.17.0
- install ppx_inline_test v0.17.1
- install ppx_minidebug 2.3.0
- install ppx_optcomp v0.17.1
- install ppx_sexp_conv v0.17.1
- install ppx_string v0.17.0
- install ppx_variants_conv v0.17.1
- install ppxlib 0.36.0
- install ppxlib_jane v0.17.4
- install printbox 0.12
- install printbox-ext-plot 0.12
- install printbox-html 0.12
- install printbox-md 0.12
- install printbox-text 0.12
- install ptime 1.2.0
- install re 1.13.2
- install result 1.5
- install saturn_lockfree 0.5.0
- install seq base
- install sexplib v0.17.0
- install sexplib0 v0.17.0
- install stdio v0.17.0
- install stdlib-shims 0.3.0
- install thread-local-storage 0.2
- install time_now v0.17.0
- install topkg 1.0.8
- install tyxml 4.6.0
- install uucp 16.0.0
- install uutf 1.0.4
- install variantslib v0.17.0
<><> Processing actions <><><><><><><><><><><><><><><><><><><><><><><><><><><><>
-> retrieved backoff.0.1.1 (cached)
-> retrieved angstrom.0.16.1 (cached)
-> retrieved astring.0.8.5 (cached)
-> retrieved base.v0.17.3 (cached)
-> retrieved bigarray-compat.1.1.0 (cached)
-> retrieved bigstringaf.0.10.0 (cached)
-> retrieved camlp-streams.5.0.1 (cached)
-> retrieved camlzip.1.13 (cached)
-> retrieved cmdliner.1.3.0 (cached)
-> retrieved cppo.1.8.0 (cached)
-> installed conf-libcurl.2
-> installed conf-pkg-config.4
-> retrieved csexp.1.5.2 (cached)
-> retrieved csv.2.4 (cached)
-> retrieved ctypes.0.23.0, ctypes-foreign.0.23.0 (cached)
-> installed conf-libffi.2.0.0
-> installed conf-zlib.1
-> retrieved curl.0.10.0 (cached)
-> retrieved fieldslib.v0.17.0 (cached)
-> retrieved integers.0.7.0 (cached)
-> retrieved fmt.0.10.0 (cached)
-> retrieved jane-street-headers.v0.17.0 (cached)
-> retrieved jst-config.v0.17.0 (cached)
-> retrieved logs.0.8.0 (cached)
-> retrieved mtime.2.1.0 (cached)
-> retrieved multicore-magic.2.3.1 (cached)
-> retrieved mdx.2.5.0 (cached)
-> retrieved num.1.6 (cached)
-> retrieved dune.3.19.1, dune-configurator.3.19.1 (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 ocamlfind.1.9.8 (cached)
-> retrieved ocamlbuild.0.16.1 (cached)
-> retrieved parsexp.v0.17.0 (cached)
-> retrieved pprint.20230830 (cached)
-> installed cmdliner.1.3.0
-> installed num.1.6
-> retrieved ppx_assert.v0.17.0 (cached)
-> retrieved ppx_base.v0.17.0 (cached)
-> retrieved ppx_cold.v0.17.0 (cached)
-> retrieved ppx_compare.v0.17.0 (cached)
-> retrieved ppx_derivers.1.2.1 (cached)
-> retrieved ppx_enumerate.v0.17.0 (cached)
-> retrieved ppx_deriving.6.1.0 (cached)
-> retrieved ppx_expect.v0.17.3 (cached)
-> retrieved ppx_fields_conv.v0.17.0 (cached)
-> retrieved ppx_globalize.v0.17.2 (cached)
-> retrieved ppx_hash.v0.17.0 (cached)
-> retrieved ppx_here.v0.17.0 (cached)
-> retrieved ppx_inline_test.v0.17.1 (cached)
-> retrieved ppx_optcomp.v0.17.1 (cached)
-> retrieved ppx_sexp_conv.v0.17.1 (cached)
-> retrieved ppx_string.v0.17.0 (cached)
-> retrieved ppx_variants_conv.v0.17.1 (cached)
-> retrieved ppxlib_jane.v0.17.4 (cached)
-> retrieved ppx_minidebug.2.3.0 (cached)
-> retrieved ptime.1.2.0 (cached)
-> retrieved re.1.13.2 (cached)
-> retrieved ppxlib.0.36.0 (cached)
-> retrieved printbox.0.12, printbox-ext-plot.0.12, printbox-html.0.12, printbox-md.0.12, printbox-text.0.12 (cached)
-> retrieved seq.base (cached)
-> installed seq.base
-> retrieved result.1.5 (cached)
-> retrieved saturn_lockfree.0.5.0 (cached)
-> retrieved sexplib.v0.17.0 (cached)
-> retrieved sexplib0.v0.17.0 (cached)
-> retrieved stdio.v0.17.0 (cached)
-> retrieved stdlib-shims.0.3.0 (cached)
-> retrieved thread-local-storage.0.2 (cached)
-> retrieved time_now.v0.17.0 (cached)
-> retrieved topkg.1.0.8 (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.1.0.8
-> installed uutf.1.0.4
-> installed mtime.2.1.0
-> installed fmt.0.10.0
-> installed ptime.1.2.0
-> installed astring.0.8.5
-> installed logs.0.8.0
-> installed dune.3.19.1
-> installed jane-street-headers.v0.17.0
-> installed ppx_derivers.1.2.1
-> installed csexp.1.5.2
-> installed backoff.0.1.1
-> installed bigarray-compat.1.1.0
-> installed camlp-streams.5.0.1
-> installed csv.2.4
-> installed multicore-magic.2.3.1
-> installed ocaml-version.4.0.1
-> installed ocaml_intrinsics_kernel.v0.17.1
-> installed pprint.20230830
-> installed cppo.1.8.0
-> installed printbox.0.12
-> installed ocaml-syntax-shims.1.0.0
-> installed ocaml-compiler-libs.v0.17.0
-> installed re.1.13.2
-> installed result.1.5
-> installed sexplib0.v0.17.0
-> installed stdlib-shims.0.3.0
-> installed thread-local-storage.0.2
-> installed saturn_lockfree.0.5.0
-> installed integers.0.7.0
-> installed parsexp.v0.17.0
-> installed dune-configurator.3.19.1
-> installed mdx.2.5.0
-> installed sexplib.v0.17.0
-> installed bigstringaf.0.10.0
-> installed angstrom.0.16.1
-> installed tyxml.4.6.0
-> installed printbox-html.0.12
-> installed curl.0.10.0
-> installed ctypes.0.23.0
-> installed base.v0.17.3
-> installed fieldslib.v0.17.0
-> installed variantslib.v0.17.0
-> installed stdio.v0.17.0
-> installed ctypes-foreign.0.23.0
-> installed uucp.16.0.0
-> installed printbox-text.0.12
-> installed ppxlib.0.36.0
-> installed printbox-md.0.12
-> installed printbox-ext-plot.0.12
-> installed ppxlib_jane.v0.17.4
-> installed ppx_optcomp.v0.17.1
-> 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.6.1.0
-> installed ppx_compare.v0.17.0
-> installed ppx_sexp_conv.v0.17.1
-> installed ppx_hash.v0.17.0
-> installed ppx_assert.v0.17.0
-> installed ppx_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)
2025-07-05 11:35.21 ---> using "8ceecc718505aa7814653bcbeafba1d1ce56eebe76a3d6c234a6cd8179fbeef1" from cache
/src: (copy (src .) (dst /src))
2025-07-05 11:35.25 ---> saved as "c920bba9f3e4a46bfd5838e1fb57ba2a7ccd19ef842877ac6ceb5a5fa0694b14"
/src: (run (shell "opam exec -- dune build @install @check @runtest && rm -rf _build"))
File "arrayjit/test/dune", line 6, characters 7-15:
6 | (pps ppx_jane)))
^^^^^^^^
Error: Library "ppx_jane" not found.
-> required by
_build/default/arrayjit/test/.merlin-conf/exe-test_numerical_types
-> required by alias arrayjit/test/check
(cd _build/default/test/config && ../../arrayjit/bin/read_config.exe --read=backend)
Welcome to OCANNL! Reading configuration defaults from /src/_build/default/test/config/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
Wrote value of 'backend' to ocannl_backend.txt
File "test_ppx/test_ppx_op_expected.ml", line 1, characters 0-0:
/usr/bin/git --no-pager diff --no-index --color=always -u _build/default/test_ppx/test_ppx_op_expected.ml _build/default/test_ppx/test_ppx_op_actual.ml
diff --git a/_build/default/test_ppx/test_ppx_op_expected.ml b/_build/default/test_ppx/test_ppx_op_actual.ml
index a6aa4ae..c971ef0 100644
--- a/_build/default/test_ppx/test_ppx_op_expected.ml
+++ b/_build/default/test_ppx/test_ppx_op_actual.ml
@@ -2,20 +2,20 @@ open Base
open Ocannl
module TDSL = Operation.TDSL
let y0 =
- let hey1 = TDSL.param ?values:None "hey1" in
+ let hey1 = TDSL.param ?value:None "hey1" in
let open! TDSL.O in
((+) ?label:(Some ["y0"]))
((( *. ) ?label:None) (TDSL.number (Float.of_int 2)) hey1)
(TDSL.number (Float.of_int 3))
let y1 =
- let hey2 = TDSL.param ?values:None "hey2" in
+ let hey2 = TDSL.param ?value:None "hey2" in
let open! TDSL.O in
fun x ->
((+) ?label:(Some
(List.concat [["y1"]; (x.Tensor.value).Ir.Tnode.label])))
((( * ) ?label:None) hey2 (TDSL.number (Float.of_int 2))) x
let y2 =
- let hey3 = TDSL.param ?values:None "hey3" in
+ let hey3 = TDSL.param ?value:None "hey3" in
let open! TDSL.O in
fun x1 x2 ->
((+) ?label:(Some
@@ -36,14 +36,14 @@ let b =
~output_dims:[2]
[|(Float.of_int 7);(Float.of_int 8);(Float.of_int 9);(Float.of_int 10)|]
let y =
- let hey4 = TDSL.param ?values:None "hey4" in
+ let hey4 = TDSL.param ?value:None "hey4" in
let open! TDSL.O in
((+) ?label:(Some ["y"]))
((( * ) ?label:None) hey4 (TDSL.number ?label:None ~axis_label:"q" 2.0))
(TDSL.number ?label:None ~axis_label:"p" 1.0)
let z =
- let hey5 = TDSL.param ?values:None "hey5"
- and hey6 = TDSL.param ?values:None "hey6" in
+ let hey5 = TDSL.param ?value:None "hey5"
+ and hey6 = TDSL.param ?value:None "hey6" in
let open! TDSL.O in
((+) ?label:(Some ["z"]))
((( * ) ?label:None) (TDSL.number ?label:None ~axis_label:"q" 2.0) hey5)
@@ -51,8 +51,8 @@ let z =
let stride = 2
and dilation = 3
let z2 =
- let hey7 = TDSL.param ?values:None "hey7"
- and hey8 = TDSL.param ?values:None "hey8" in
+ let hey7 = TDSL.param ?value:None "hey7"
+ and hey8 = TDSL.param ?value:None "hey8" in
let open! TDSL.O in
TDSL.einsum ?label:(Some ["z2"])
(String.concat ~sep:""
@@ -61,8 +61,8 @@ let z2 =
let z3 =
let s = 2
and d = 3 in
- let hey10 = TDSL.param ?values:None "hey10"
- and hey9 = TDSL.param ?values:None "hey9" in
+ let hey10 = TDSL.param ?value:None "hey10"
+ and hey9 = TDSL.param ?value:None "hey9" in
let open! TDSL.O in
TDSL.einsum ?label:(Some [])
(String.concat ~sep:""
@@ -78,7 +78,7 @@ let mlp_layer =
let b =
(TDSL.param ~more_label:(config.label)) ~output_dims:[config.hid_dim]
"b"
- and w = (TDSL.param ~more_label:(config.label)) ?values:None "w" in
+ and w = (TDSL.param ~more_label:(config.label)) ?value:None "w" in
fun x ->
(relu
?label:(Some
File "test/test_print_style.expected", line 1, characters 0-0:
/usr/bin/git --no-pager diff --no-index --color=always -u _build/default/test/test_print_style.expected _build/default/test/test_print_style.exe.output
diff --git a/_build/default/test/test_print_style.expected b/_build/default/test/test_print_style.exe.output
index e51ab37..c55c8ad 100644
--- a/_build/default/test/test_print_style.expected
+++ b/_build/default/test/test_print_style.exe.output
@@ -1,5 +1,5 @@
-Welcome to OCANNL! Reading configuration defaults from /Users/lukstafi/ocannl/_build/default/test/ocannl_config.
+Welcome to OCANNL! Reading configuration defaults from /src/_build/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
Testing print_style functionality:
File "test/einsum/test_conv_syntax.expected", line 1, characters 0-0:
/usr/bin/git --no-pager diff --no-index --color=always -u _build/default/test/einsum/test_conv_syntax.expected _build/default/test/einsum/test_conv_syntax.exe.output
diff --git a/_build/default/test/einsum/test_conv_syntax.expected b/_build/default/test/einsum/test_conv_syntax.exe.output
index 4bd5a1c..0580e1e 100644
--- a/_build/default/test/einsum/test_conv_syntax.expected
+++ b/_build/default/test/einsum/test_conv_syntax.exe.output
@@ -1,5 +1,5 @@
-Welcome to OCANNL! Reading configuration defaults from /Users/lukstafi/ocannl/_build/default/test/einsum/ocannl_config.
+Welcome to OCANNL! Reading configuration defaults from /src/_build/default/test/einsum/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
Testing conv syntax parsing...
(cd _build/default/test_ppx && ./test_ppx_op.exe)
Welcome to OCANNL! Reading configuration defaults from /src/_build/default/test_ppx/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
(cd _build/default/test_ppx && ./test_ppx_op_expected.exe)
Welcome to OCANNL! Reading configuration defaults from /src/_build/default/test_ppx/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
(cd _build/.sandbox/7bc84bcb9c587384cc24b6ad5b76a690/default/test && .tutorials.inline-tests/inline-test-runner.exe inline-test-runner tutorials -partition '' -source-tree-root .. -diff-cmd -)
Welcome to OCANNL! Reading configuration defaults from /src/_build/.sandbox/7bc84bcb9c587384cc24b6ad5b76a690/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
(cd _build/.sandbox/7bc84bcb9c587384cc24b6ad5b76a690/default/test && .tutorials.inline-tests/inline-test-runner.exe inline-test-runner tutorials -partition 'Welcome to OCANNL! Reading configuration defaults from /src/_build/.sandbox/88b19455a6213b192690013f3da185cc/default/test/ocannl_config.' -source-tree-root .. -diff-cmd -)
Welcome to OCANNL! Reading configuration defaults from /src/_build/.sandbox/7bc84bcb9c587384cc24b6ad5b76a690/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
(cd _build/.sandbox/7bc84bcb9c587384cc24b6ad5b76a690/default/test && .tutorials.inline-tests/inline-test-runner.exe inline-test-runner tutorials -partition 'Retrieving commandline, environment, or config file variable ocannl_log_level' -source-tree-root .. -diff-cmd -)
Welcome to OCANNL! Reading configuration defaults from /src/_build/.sandbox/7bc84bcb9c587384cc24b6ad5b76a690/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
(cd _build/.sandbox/7bc84bcb9c587384cc24b6ad5b76a690/default/test && .tutorials.inline-tests/inline-test-runner.exe inline-test-runner tutorials -partition 'Found 0, in the config file' -source-tree-root .. -diff-cmd -)
Welcome to OCANNL! Reading configuration defaults from /src/_build/.sandbox/7bc84bcb9c587384cc24b6ad5b76a690/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
(cd _build/.sandbox/7bc84bcb9c587384cc24b6ad5b76a690/default/test && .tutorials.inline-tests/inline-test-runner.exe inline-test-runner tutorials -partition zero2hero_1of7.ml -source-tree-root .. -diff-cmd -)
Welcome to OCANNL! Reading configuration defaults from /src/_build/.sandbox/7bc84bcb9c587384cc24b6ad5b76a690/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
File "test/dune", lines 30-40, characters 0-281:
30 | (rule
31 | (alias runtest)
32 | (target
33 | (dir log_files))
34 | (action
35 | (run
36 | %{dep:micrograd_demo_logging.exe}
37 | "--ocannl_debug_backend=text"
38 | "--ocannl_log_file_stem=micrograd_demo_logging"
39 | "--ocannl_log_main_domain_to_stdout=false"
40 | "--ocannl_debug_log_to_stream_files=true")))
(cd _build/default/test && ./micrograd_demo_logging.exe --ocannl_debug_backend=text --ocannl_log_file_stem=micrograd_demo_logging --ocannl_log_main_domain_to_stdout=false --ocannl_debug_log_to_stream_files=true)
Welcome to OCANNL! Reading configuration defaults from /src/_build/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
Retrieving commandline, environment, or config file variable ocannl_backend
Found multicore_cc, in the config file
Retrieving commandline, environment, or config file variable ocannl_limit_constant_fill_size
Not found, using default 256
Retrieving commandline, environment, or config file variable ocannl_cd_ident_style
Not found, using default heuristic
Retrieving commandline, environment, or config file variable ocannl_ll_ident_style
Not found, using default heuristic
Retrieving commandline, environment, or config file variable ocannl_prefer_backend_uniformity
Found true, in the config file
Retrieving commandline, environment, or config file variable ocannl_debug_log_to_stream_files
Found true, commandline --ocannl_debug_log_to_stream_files=true
Retrieving commandline, environment, or config file variable ocannl_cc_backend_optimization_level
Not found, using default 3
Retrieving commandline, environment, or config file variable ocannl_cc_backend_compiler_command
Not found, using default gcc
Retrieving commandline, environment, or config file variable ocannl_cc_backend_verify_codesign
Not found, using default false
Fatal error: exception File "src/printbox-text/PrintBox_text.ml", line 212, characters 6-12: Assertion failed
Raised at PrintBox_text.Output.Make_out.to_buf_aux_ in file "src/printbox-text/PrintBox_text.ml", line 212, characters 6-50
Called from Stdlib__Map.Make.fold in file "map.ml", line 329, characters 19-42
Called from Stdlib__Map.Make.fold in file "map.ml", line 329, characters 26-41
Called from Stdlib__Map.Make.fold in file "map.ml", line 329, characters 26-41
Called from Stdlib__Map.Make.fold in file "map.ml", line 329, characters 26-41
Called from PrintBox_text.Output.Make_out.render in file "src/printbox-text/PrintBox_text.ml", line 242, characters 14-64
Called from PrintBox_text.output in file "src/printbox-text/PrintBox_text.ml", line 851, characters 2-31
Called from Minidebug_runtime.PrintBox.output_box in file "minidebug_runtime.ml", line 1527, characters 19-59
Called from Minidebug_runtime.PrintBox.close_log_impl.close_tree in file "minidebug_runtime.ml", line 1572, characters 6-38
Called from Backends.Add_buffer_retrieval_and_syncing.sync_routine in file "arrayjit/lib/backends.ml", lines 207-235, characters 31-82
Called from Backends.Raise_backend.link in file "arrayjit/lib/backends.ml", lines 539-540, characters 4-92
Re-raised at Backends.Raise_backend.link in file "arrayjit/lib/backends.ml", lines 526-540, characters 23-92
Called from Dune__exe__Micrograd_demo_logging in file "test/micrograd_demo_logging.ml", line 36, characters 13-76
(cd _build/.sandbox/7bc84bcb9c587384cc24b6ad5b76a690/default/test && .tutorials.inline-tests/inline-test-runner.exe inline-test-runner tutorials -partition primitive_ops.ml -source-tree-root .. -diff-cmd -)
Welcome to OCANNL! Reading configuration defaults from /src/_build/.sandbox/7bc84bcb9c587384cc24b6ad5b76a690/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
File "test/einsum/einsum_trivia_exec.expected", line 1, characters 0-0:
/usr/bin/git --no-pager diff --no-index --color=always -u _build/default/test/einsum/einsum_trivia_exec.expected _build/default/test/einsum/einsum_trivia_exec.exe.output
diff --git a/_build/default/test/einsum/einsum_trivia_exec.expected b/_build/default/test/einsum/einsum_trivia_exec.exe.output
index ab456b5..31e144e 100644
--- a/_build/default/test/einsum/einsum_trivia_exec.expected
+++ b/_build/default/test/einsum/einsum_trivia_exec.exe.output
@@ -1,5 +1,5 @@
-Welcome to OCANNL! Reading configuration defaults from /Users/lukstafi/ocannl/_build/default/test/einsum/ocannl_config.
+Welcome to OCANNL! Reading configuration defaults from /src/_build/default/test/einsum/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
HERE: test/einsum/einsum_trivia_exec.ml:31:21
@@ -735,173 +735,173 @@ HERE: test/einsum/einsum_trivia_exec.ml:269:21
HERE: test/einsum/einsum_trivia_exec.ml:298:21
-┌────────────────────────────────┐
-│[9]: ;=>+ shape 0:4,1:5,2:6,3:3 │
-│┌──────┬──────────────────┐ │
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+││2 @ 1 │ 2.63e+23 1.64e+19 1.38e+31 ││
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+││ │ 2.63e+23 1.64e+19 1.38e+31 ││
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+│├──────┼──────────────────────────────┤│
+││3 @ 1 │ 3.07e+32 1.64e+19 1.38e+31 ││
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+││ │ 3.07e+32 1.64e+19 1.38e+31 ││
+││ │ 3.07e+32 1.64e+19 1.38e+31 ││
+│├──────┼──────────────────────────────┤│
+││4 @ 1 │ 3.00 1.64e+19 1.38e+31 ││
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+││ │ 3.00 1.64e+19 1.38e+31 ││
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HERE: test/einsum/einsum_trivia_exec.ml:299:21
-┌───────────────────────────┐
-│[1]: =>_ti shape 0:4,1:3 │
-│┌──────┬──────────────────┐│
-││ │axis 1 ││
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-││axis 0│ 0.00 0.00 0.00 ││
-││ │ 1.00 0.00 0.00 ││
-││ │ 2.00 0.00 0.00 ││
-││ │ 3.00 0.00 0.00 ││
-│└──────┴──────────────────┘│
-└───────────────────────────┘
+┌───────────────────────────────────┐
+│[1]: =>_ti shape 0:4,1:3 │
+│┌──────┬──────────────────────────┐│
+││ │axis 1 ││
+│├──────┼──────────────────────────┤│
+││axis 0│ 0.00 8.93e-42 0.00 ││
+││ │ 1.00 2.89e+32 1.35e+28 ││
+││ │ 2.00 8.22e+20 2.56e-9 ││
+││ │ 3.00 1.64e+19 1.38e+31 ││
+│└──────┴──────────────────────────┘│
+└───────────────────────────────────┘
HERE: test/einsum/einsum_trivia_exec.ml:300:21
-┌───────────────────────────┐
-│[7]: =>_tk shape 0:6,1:3 │
-│┌──────┬──────────────────┐│
-││ │axis 1 ││
-│├──────┼──────────────────┤│
-││axis 0│ 0.00 0.00 0.00 ││
-││ │ 0.00 0.00 1.00 ││
-││ │ ... ... ... ││
-││ │ 0.00 0.00 4.00 ││
-││ │ 0.00 0.00 5.00 ││
-│└──────┴──────────────────┘│
-└───────────────────────────┘
+┌────────────────────────────────────┐
+│[7]: =>_tk shape 0:6,1:3 │
+│┌──────┬───────────────────────────┐│
+││ │axis 1 ││
+│├──────┼───────────────────────────┤│
+││axis 0│ -1.08e-18 8.93e-42 0.00 ││
+││ │ 0.00 1.93e+3 1.00 ││
+││ │ ... ... ... ││
+││ │ 2.82e+3 3.04e+3 4.00 ││
+││ │ 1.21e-41 1.16e-14 5.00 ││
+│└──────┴───────────────────────────┘│
+└────────────────────────────────────┘
HERE: test/einsum/einsum_trivia_exec.ml:323:21
(cd _build/.sandbox/7bc84bcb9c587384cc24b6ad5b76a690/default/test && .tutorials.inline-tests/inline-test-runner.exe inline-test-runner tutorials -partition einsum_trivia.ml -source-tree-root .. -diff-cmd -)
Welcome to OCANNL! Reading configuration defaults from /src/_build/.sandbox/7bc84bcb9c587384cc24b6ad5b76a690/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
(cd _build/.sandbox/7bc84bcb9c587384cc24b6ad5b76a690/default/test && .tutorials.inline-tests/inline-test-runner.exe inline-test-runner tutorials -partition hello_world_op.ml -source-tree-root .. -diff-cmd -)
Welcome to OCANNL! Reading configuration defaults from /src/_build/.sandbox/7bc84bcb9c587384cc24b6ad5b76a690/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
(cd _build/.sandbox/7bc84bcb9c587384cc24b6ad5b76a690/default/test && .tutorials.inline-tests/inline-test-runner.exe inline-test-runner tutorials -partition micrograd_demo.ml -source-tree-root .. -diff-cmd -)
Welcome to OCANNL! Reading configuration defaults from /src/_build/.sandbox/7bc84bcb9c587384cc24b6ad5b76a690/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
File "test/einsum/moons_demo_variant.expected", line 1, characters 0-0:
/usr/bin/git --no-pager diff --no-index --color=always -u _build/default/test/einsum/moons_demo_variant.expected _build/default/test/einsum/moons_demo_variant.exe.output
diff --git a/_build/default/test/einsum/moons_demo_variant.expected b/_build/default/test/einsum/moons_demo_variant.exe.output
index 68171df..953eeeb 100644
--- a/_build/default/test/einsum/moons_demo_variant.expected
+++ b/_build/default/test/einsum/moons_demo_variant.exe.output
@@ -1,121 +1,104 @@
-Welcome to OCANNL! Reading configuration defaults from /Users/lukstafi/ocannl/_build/default/test/einsum/ocannl_config.
+Welcome to OCANNL! Reading configuration defaults from /src/_build/default/test/einsum/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
Half-moons scatterplot and decision boundary:
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-│###***************...............%.%.%...........................##............................%....│
-│**##************.................................................#......................%%.%..%.....│
-│**#************....................%%...........................##......................%%.%........│
-│**************........................%......................#..#...........................%.......│
-│************........................%%.%.......................##.....................%..%..........│
-│***********............................%%..............................................%%.%%........│
-│**********.............................%...%............................................%%%.........│
-│********...................................%..%....................................%.....%..........│
-│*******.................................%%..%.%................................%.%.%.%%.............│
-│******.....................................%%.%...%%.%.......................%%%....%.%.%...........│
-│*****....................................%.....%.%..%....................%.....%%.%.%...............│
-│***.........................................%%...%.%%%%..%.......%.........%%.%%....................│
-│**................................................%..%.......%..%%%%...%.%..%.%.....................│
-│*..................................................%.%.%............%..%...%........................│
-│..................................................%....%.%......%%...%.%............................│
-│..........................................................%..%......%%%.............................│
+│...................................#................................................................│
+│..........................##..#..###....##..........................................................│
+│.........................#....#.....#...............................................................│
+│.......................#.##.#.......#####...#.#.....................................................│
+│..................#.#.#...#..#.##....#.#.##..#....#.................................................│
+│.............#.#......##.#..#..........###..#....#..................................................│
+│.............##..##.....#....................#.##.###...#...........................................│
+│.............#.##.#.#.#.......................#...##..#.............................................│
+│.........#.#....##..................................##..#...........................................│
+│...........#.#....................................#..##...#.#.......................................│
+│..........##..........................................#...#.#.......................................│
+│.......#...###............................................#.........................................│
+│....#....##..........................%..................#....##.....................................│
+│.........##................................................#..#..............................%......│
+│.....#..#........................%..%......................##.#...................................%.│
+│...##.#..................................................#....................................%...%.│
+│..###...........................%..%%......................###................................%.%...│
+│..#...#.#.......................%%.%%.......................#.##.#............................%.....│
+│..#...#.............................%.........................##..............................%...%.│
+│..##..#............................%%.........................#..##.........................%%..%.%%│
+│#...#..#.........................%.%%%.......................##...#............................%.%..│
+│##...#.............................%%.........................#.#..#................................│
+│...................................%%%%.......................##.#.#........................%%..%.%.│
+│###................................%%..............................#.......................%....%...│
+│..##................................%%%.%....................................................%%..%..│
+│.#.....................................%.......................#.###......................%.%%.%....│
+│.....#................................%...%................................................%...%....│
+│...................................%.....%%......................#..................................│
+│.....................................%%%..%...........................................%..%%..%......│
+│.......................................%%.....%......................................%..%.%.%.......│
+│.........................................%%............................................%..%%.%......│
+│..........................................%.%.....%...............................%.%.%%..%.........│
+│.........................................%%%..%%......................................%.............│
+│...........................................%.%..%..............................%%.%.%.%%.%..........│
+│..............................................%%%%..%.%.......................%%..%.%.%.............│
+│..............................................%..%%%.%%...................%..%%...%.................│
+│...............................................%...%.%.%..%...%.%%..%%.%%...%.......................│
+│......................................................%%.%%%..%.%..%%.%.%.%%........................│
+│.....................................................%...........%%%%......%%.......................│
+│.......................................................%.%%%%.%.......%...%.........................│
└────────────────────────────────────────────────────────────────────────────────────────────────────┘Loss:
-┌────────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐
-│ 3.79e+1│- │
-│ │ │
-│ │ │
-│ │ │
-│ │ │
-│ │ │
-│ │ │
-│ │ │
-│ │ │
-│ │ │
-│ │ │
-│ │ │
-│ │ │
-│ │ │
-│ │ │
-│ │ │
-│ │ │
-│ │ │
-│l │ │
-│o │ │
-│s │ │
-│s │ │
-│ │ │
-│ │ │
-│ │ │
-│ │ │
-│ │ │
-│ │ │
-│ │ │
-│ │ │
-│ │ - │
-│ │ │
-│ │ │
-│ │ │
-│ │ │
-│ │ │
-│ │ │
-│ │ │
-│ │ - - - - │
-│ 0.00 │ - ---- --- --- ---- ---- ---- ---- -- - ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- │
-├────────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤
-│ │0.00 7.90e+1│
-│ │ step │
-└────────┴────────────────────────────────────────────────────────────────────────────────────────────────────┘Log-loss, for better visibility:
+┌─────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐
+│ 0.00│ │
+│ │ │
+│ │ │
+│ │ │
+│ │ │
+│ │ │
+│ │ │
+│ │ │
+│ │ │
+│ │ │
+│ │ │
+│ │ │
+│ │ │
+│ │ │
+│ │ │
+│ │ │
+│ │ │
+│ │ │
+│l │ │
+│o │ │
+│s │ │
+│s │ │
+│ │ │
+│ │ │
+│ │ │
+│ │ │
+│ │ │
+│ │ │
+│ │ │
+│ │ │
+│ │ │
+│ │ │
+│ │ │
+│ │ │
+│ │ │
+│ │ │
+│ │ │
+│ │ │
+│ │ │
+│ 0.00│---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- │
+├─────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤
+│ │0.00 7.90e+1│
+│ │ step │
+└─────┴────────────────────────────────────────────────────────────────────────────────────────────────────┘Log-loss, for better visibility:
┌─────────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐
-│ 3.63 │- │
+│ -1.00e+1│ │
│ │ │
│ │ │
│ │ │
-│ │ - │
│ │ │
│ │ │
│ │ │
│ │ │
-│ │ - │
-│ │ - │
-│ │ - - - │
-│ │ - - - - │
-│ │ -- - - - - - - - -- - - - - - -- │
-│ │ - - - - - - - -- - - -- - - - - │
-│ │ - - - │
-│l │ - - - -- - │
-│o │ - - │
-│g │ - - - - │
-│ │ - - - │
-│l │ - -- │
-│o │ - - - │
-│s │ - │
-│s │ - │
-│ │ - │
│ │ │
│ │ │
│ │ │
@@ -124,13 +107,30 @@ Half-moons scatterplot and decision boundary:
│ │ │
│ │ │
│ │ │
+│l │ │
+│o │ │
+│g │ │
│ │ │
+│l │ │
+│o ││
+│s │ │
+│s │ │
│ │ │
│ │ │
│ │ │
│ │ │
│ │ │
-│ -1.00e+1│ - - - - - - - │
+│ │ │
+│ │ │
+│ │ │
+│ │ │
+│ │ │
+│ │ │
+│ │ │
+│ │ │
+│ │ │
+│ │ │
+│ -1.00e+1│---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- │
├─────────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤
│ │0.00 7.90e+1│
│ │ step │
(cd _build/.sandbox/7bc84bcb9c587384cc24b6ad5b76a690/default/test && .tutorials.inline-tests/inline-test-runner.exe inline-test-runner tutorials -partition moons_demo_parallel.ml -source-tree-root .. -diff-cmd -)
Welcome to OCANNL! Reading configuration defaults from /src/_build/.sandbox/7bc84bcb9c587384cc24b6ad5b76a690/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
File "test/zero2hero_1of7.ml", line 1, characters 0-0:
/usr/bin/git --no-pager diff --no-index --color=always -u _build/default/test/zero2hero_1of7.ml _build/.sandbox/7bc84bcb9c587384cc24b6ad5b76a690/default/test/zero2hero_1of7.ml.corrected
diff --git a/_build/default/test/zero2hero_1of7.ml b/_build/.sandbox/7bc84bcb9c587384cc24b6ad5b76a690/default/test/zero2hero_1of7.ml.corrected
index 3b7cc00..0c843ff 100644
--- a/_build/default/test/zero2hero_1of7.ml
+++ b/_build/.sandbox/7bc84bcb9c587384cc24b6ad5b76a690/default/test/zero2hero_1of7.ml.corrected
@@ -30,24 +30,24 @@ let%expect_test "Graph drawing recompile" =
Tensor.print_tree ~with_grad:true ~depth:9 f_nd;
[%expect
{|
- #15 +_f_nd
- 6.00e+1
- #16 grad_+_f_nd Virt/30
- <void>
- #13 - Virt/152 │#2 5. Virt/40
- <void> │<void>
- #14 grad_- Virt/30 │
- <void> │
- #11 *. Virt/152 │ #4 *. Virt/152 │
- <void> │ <void> │
- #12 grad_*. Virt/30 │ #5 grad_*. Virt/30 │
- <void> │ <void> │
- #10 3. Virt/40│#7 **. Virt/152 │#3 4. Virt/40│#0 x │
- <void> │<void> │<void> │ 5.00 │
- │#8 grad_**. Virt/30│ │#1 grad_x Local/30│
- │<void> │ │<void> │
- │[0]│ #6 2. Virt/40 │ │ │
- │ │ <void> │ │ │
+ #15 +_f_nd
+ 3.97e+10
+ #16 grad_+_f_nd Virt/30
+ <void>
+ #13 - Virt/152 │#2 5. Virt/40
+ <void> │<void>
+ #14 grad_- Virt/30 │
+ <void> │
+ #11 *. Virt/152 │#4 *. Virt/152 │
+ <void> │<void> │
+ #12 grad_*. Virt/30 │#5 grad_*. Virt/30│
+ <void> │<void> │
+ #10 3. Virt/40│#7 **. Virt/152 │#3 4. Virt/40│[0] │
+ <void> │<void> │<void> │ │
+ │#8 grad_**. Virt/30│ │ │
+ │<void> │ │ │
+ │[0]│ #6 2. Virt/40 │ │ │
+ │ │ <void> │ │ │
|}];
let%op f = (3 *. ("x" [ 5 ] **. 2)) - (4 *. x) + 5 in
Train.every_non_literal_on_host f;
@@ -55,27 +55,7 @@ let%expect_test "Graph drawing recompile" =
let f_bprop = Train.to_routine (module Backend) ctx IDX.empty f_upd in
Train.run f_bprop;
Tensor.print_tree ~with_grad:true ~depth:9 f;
- [%expect
- {|
- #32 +_f
- 6.00e+1
- #33 grad_+_f
- 1.00
- #30 - │#19 5. Virt/40
- 5.50e+1 │<void>
- #31 grad_- │
- 1.00 │
- #28 *. │ #21 *. │
- 7.50e+1 │ 2.00e+1 │
- #29 grad_*. │ #22 grad_*. │
- 1.00 │ -1.00 │
- #27 3. Virt/40│ #24 **. │#20 4. Virt/40│#17 x │
- <void> │ 2.50e+1 │<void> │ 5.00 │
- │ #25 grad_**. │ │#18 grad_x│
- │ 3.00 │ │ 2.60e+1 │
- │[17]│#23 2. Virt/40│ │ │
- │ │<void> │ │ │
- |}];
+ [%expect.unreachable];
let xs = Array.init 10 ~f:Float.(fun i -> of_int i - 5.) in
let ys =
Array.map xs ~f:(fun v ->
@@ -94,54 +74,21 @@ let%expect_test "Graph drawing recompile" =
[ Scatterplot { points = Array.zip_exn xs ys; content = PrintBox.line "#" } ]
in
PrintBox_text.output Stdio.stdout plot_box;
- [%expect
- {|
- ┌────────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐
- │ 1.00e+2│# │
- │ │ │
- │ │ │
- │ │ │
- │ │ │
- │ │ │
- │ │ │
- │ │ │
- │ │ │
- │ │ │
- │ │ │
- │ │ │
- │ │ │
- │ │ # │
- │ │ │
- │ │ │
- │ │ │
- │ │ │
- │f │ │
- │( │ │
- │x │ │
- │) │ │
- │ │ │
- │ │ # │
- │ │ │
- │ │ │
- │ │ #│
- │ │ │
- │ │ │
- │ │ │
- │ │ │
- │ │ # │
- │ │ │
- │ │ # │
- │ │ │
- │ │ │
- │ │ # │
- │ │ # │
- │ │ │
- │ 4.00 │ # # │
- ├────────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤
- │ │-5.00 4.00│
- │ │ x │
- └────────┴────────────────────────────────────────────────────────────────────────────────────────────────────┘
- |}]
+ [%expect.unreachable]
+[@@expect.uncaught_exn {|
+ (* CR expect_test_collector: This test expectation appears to contain a backtrace.
+ This is strongly discouraged as backtraces are fragile.
+ Please change this test to not include a backtrace. *)
+ ("Utils.User_error(\"The linked context lacks node x\")")
+ Raised at Backends.verify_prior_context.(fun) in file "arrayjit/lib/backends.ml", line 285, characters 11-93
+ Called from Base__Set.Accessors.iter in file "src/set.ml" (inlined), line 1193, characters 18-38
+ Called from Backends.verify_prior_context in file "arrayjit/lib/backends.ml", lines 281-285, characters 2-94
+ Re-raised at Backends.verify_prior_context in file "arrayjit/lib/backends.ml", lines 280-285, characters 37-94
+ Called from Backends.Raise_backend.link in file "arrayjit/lib/backends.ml", lines 527-528, characters 4-49
+ Re-raised at Backends.Raise_backend.link in file "arrayjit/lib/backends.ml", lines 526-540, characters 23-92
+ Called from Tutorials__Zero2hero_1of7.(fun) in file "test/zero2hero_1of7.ml", line 55, characters 16-69
+ Called from Ppx_expect_runtime__Test_block.Configured.dump_backtrace in file "runtime/test_block.ml", line 142, characters 10-28
+ |}]
let%expect_test "Graph drawing fetch" =
Tensor.unsafe_reinitialize ();
@@ -271,96 +218,39 @@ let%expect_test "Simple gradients hosted" =
let sgd_routine = Train.to_routine (module Backend) grad_routine.context IDX.empty sgd in
(* Check out the initial state without running a forward pass. *)
Tensor.print_tree ~spy:true ~with_grad:true ~depth:9 l;
- [%expect
- {|
- #12 *._l Host&stream/41
- <not-in-yet>
- #13 grad_*._l Host&stream/41
- <not-in-yet>
- #8 +_d Host&stream/41 │#10 f Host&shared/39
- <not-in-yet> │<not-in-yet>
- #9 grad_+_d Host&stream/41 │#11 grad_f Host&stream/41
- <not-in-yet> │<not-in-yet>
- #4 *._e Host&stream/41 │#6 c Host&shared/39 │
- <not-in-yet> │<not-in-yet> │
- #5 grad_*._e Host&stream/41 │#7 grad_c Host&stream/41│
- <not-in-yet> │<not-in-yet> │
- #0 a Host&shared/39 │#2 b Host&shared/39 │ │
- <not-in-yet> │<not-in-yet> │ │
- #1 grad_a Host&stream/41│#3 grad_b Host&stream/41│ │
- <not-in-yet> │<not-in-yet> │ │
- |}];
+ [%expect.unreachable];
(* Do not update the params: all values and gradients will be at initial points, which are
specified in the tensor in the brackets. *)
Train.run grad_routine;
Tensor.print_tree ~with_grad:true ~depth:9 l;
- [%expect
- {|
- #12 *._l
- -8.00
- #13 grad_*._l
- 1.00
- #8 +_d │#10 f
- 4.00 │ -2.00
- #9 grad_+_d │#11 grad_f
- -2.00 │ 4.00
- #4 *._e │#6 c │
- -6.00 │ 1.00e+1 │
- #5 grad_*._e │#7 grad_c│
- -2.00 │ -2.00 │
- #0 a │#2 b │ │
- 2.00 │ -3.00 │ │
- #1 grad_a│#3 grad_b│ │
- 6.00 │ -4.00 │ │
- |}];
+ [%expect.unreachable];
(* Now we update the params, but we are not doing the forward and backward passes: only params
values will change, compared to the above. The update is in the opposite direction of the
gradient. *)
Train.run sgd_routine;
Tensor.print_tree ~with_grad:true ~depth:9 l;
- [%expect
- {|
- #12 *._l
- -8.00
- #13 grad_*._l
- 1.00
- #8 +_d │#10 f
- 4.00 │ -2.40
- #9 grad_+_d │#11 grad_f
- -2.00 │ 4.00
- #4 *._e │#6 c │
- -6.00 │ 1.02e+1 │
- #5 grad_*._e │#7 grad_c│
- -2.00 │ -2.00 │
- #0 a │#2 b │ │
- 1.40 │ -2.60 │ │
- #1 grad_a│#3 grad_b│ │
- 6.00 │ -4.00 │ │
- |}];
+ [%expect.unreachable];
(* Now the params will remain as above, but both param gradients and the values and gradients of
other nodes will change thanks to the forward and backward passes. *)
Train.run grad_routine;
Tensor.print_tree ~with_grad:true ~depth:9 l;
- [%expect
- {|
- #12 *._l
- -1.57e+1
- #13 grad_*._l
- 1.00
- #8 +_d │#10 f
- 6.56 │ -2.40
- #9 grad_+_d │#11 grad_f
- -2.40 │ 6.56
- #4 *._e │#6 c │
- -3.64 │ 1.02e+1 │
- #5 grad_*._e │#7 grad_c│
- -2.40 │ -2.40 │
- #0 a │#2 b │ │
- 1.40 │ -2.60 │ │
- #1 grad_a│#3 grad_b│ │
- 6.24 │ -3.36 │ │
- |}]
+ [%expect.unreachable]
+[@@expect.uncaught_exn {|
+ (* CR expect_test_collector: This test expectation appears to contain a backtrace.
+ This is strongly discouraged as backtraces are fragile.
+ Please change this test to not include a backtrace. *)
+ ("Utils.User_error(\"The linked context lacks node a\")")
+ Raised at Backends.verify_prior_context.(fun) in file "arrayjit/lib/backends.ml", line 285, characters 11-93
+ Called from Base__Set.Tree0.iter.iter in file "src/set.ml", line 860, characters 8-14
+ Called from Base__Set.Accessors.iter in file "src/set.ml" (inlined), line 1193, characters 18-38
+ Called from Backends.verify_prior_context in file "arrayjit/lib/backends.ml", lines 281-285, characters 2-94
+ Re-raised at Backends.verify_prior_context in file "arrayjit/lib/backends.ml", lines 280-285, characters 37-94
+ Called from Backends.Raise_backend.link in file "arrayjit/lib/backends.ml", lines 527-528, characters 4-49
+ Re-raised at Backends.Raise_backend.link in file "arrayjit/lib/backends.ml", lines 526-540, characters 23-92
+ Called from Tutorials__Zero2hero_1of7.(fun) in file "test/zero2hero_1of7.ml", line 270, characters 21-73
+ Called from Ppx_expect_runtime__Test_block.Configured.dump_backtrace in file "runtime/test_block.ml", line 142, characters 10-28
+ |}]
let%expect_test "Simple gradients virtual" =
Tensor.unsafe_reinitialize ();
@@ -381,68 +271,29 @@ let%expect_test "Simple gradients virtual" =
Tensor.print_tree ~spy:true ~with_grad:true ~depth:9 l;
[%expect
{|
- #12 *._l Host&dev/41
- <not-in-yet>
- #13 grad_*._l unknown
- <not-in-yet>
- #8 +_d unknown │#10 f Host-non-const/24
- <not-in-yet> │<not-in-yet>
- #9 grad_+_d unknown │#11 grad_f Material/28
- <not-in-yet> │<not-in-yet>
- #4 *._e unknown │#6 c Host-non-const/24│
- <not-in-yet> │<not-in-yet> │
- #5 grad_*._e unknown │#7 grad_c Material/28 │
- <not-in-yet> │<not-in-yet> │
- #0 a Host-non-const/24│#2 b Host-non-const/24│ │
- <not-in-yet> │<not-in-yet> │ │
- #1 grad_a Material/28 │#3 grad_b Material/28 │ │
- <not-in-yet> │<not-in-yet> │ │
+ #12 *._l Host&dev/412
+ <not-in-yet>
+ #13 grad_*._l unknown
+ <not-in-yet>
+ #8 +_d unknown │[10]
+ <not-in-yet> │
+ #9 grad_+_d unknown │
+ <not-in-yet> │
+ #4 *._e unknown │[6]│
+ <not-in-yet> │ │
+ #5 grad_*._e unknown│ │
+ <not-in-yet> │ │
+ [0]│[2] │ │
|}];
let grad_routine = Train.to_routine (module Backend) ctx IDX.empty grad in
(* Check out the state without running a forward pass or compiling the SGD update. *)
Tensor.print_tree ~spy:true ~with_grad:true ~depth:9 l;
- [%expect
- {|
- #12 *._l Host&stream/41
- <not-in-yet>
- #13 grad_*._l Virt/40
- <not-in-yet>
- #8 +_d Local/46 │#10 f Host&shared/39
- <not-in-yet> │<not-in-yet>
- #9 grad_+_d Virt/40 │#11 grad_f Dev-stream/41
- <not-in-yet> │<not-in-yet>
- #4 *._e Virt/152 │#6 c Host&shared/39 │
- <not-in-yet> │<not-in-yet> │
- #5 grad_*._e Virt/40 │#7 grad_c Dev-stream/41│
- <not-in-yet> │<not-in-yet> │
- #0 a Host&shared/39 │#2 b Host&shared/39 │ │
- <not-in-yet> │<not-in-yet> │ │
- #1 grad_a Dev-stream/41│#3 grad_b Dev-stream/41│ │
- <not-in-yet> │<not-in-yet> │ │
- |}];
+ [%expect.unreachable];
(* Do not update the params: all values and gradients will be at initial points, which are
specified in the tensor in the brackets. *)
Train.run grad_routine;
Tensor.print_tree ~with_grad:true ~depth:9 l;
- [%expect
- {|
- #12 *._l
- -8.00
- #13 grad_*._l Virt/40
- <void>
- #8 +_d Local/46 │#10 f
- <void> │ -2.00
- #9 grad_+_d Virt/40 │#11 grad_f Dev-stream/41
- <void> │<void>
- #4 *._e Virt/152 │#6 c │
- <void> │ 1.00e+1 │
- #5 grad_*._e Virt/40 │#7 grad_c Dev-stream/41│
- <void> │<void> │
- #0 a │#2 b │ │
- 2.00 │ -3.00 │ │
- #1 grad_a Dev-stream/41│#3 grad_b Dev-stream/41│ │
- <void> │<void> │ │
- |}];
+ [%expect.unreachable];
(* Only now compile the SGD update. *)
let sgd_routine = Train.to_routine (module Backend) grad_routine.context IDX.empty sgd in
(* Now we update the params, but are not doing the forward and backward passes: only params values
@@ -450,48 +301,28 @@ let%expect_test "Simple gradients virtual" =
always be recomputed using the latest parameter state. *)
Train.run sgd_routine;
Tensor.print_tree ~with_grad:true ~depth:9 l;
- [%expect
- {|
- #12 *._l
- -8.00
- #13 grad_*._l Virt/40
- <void>
- #8 +_d Local/46 │#10 f
- <void> │ -2.40
- #9 grad_+_d Virt/40 │#11 grad_f Dev-stream/41
- <void> │<void>
- #4 *._e Virt/152 │#6 c │
- <void> │ 1.02e+1 │
- #5 grad_*._e Virt/40 │#7 grad_c Dev-stream/41│
- <void> │<void> │
- #0 a │#2 b │ │
- 1.40 │ -2.60 │ │
- #1 grad_a Dev-stream/41│#3 grad_b Dev-stream/41│ │
- <void> │<void> │ │
- |}];
+ [%expect.unreachable];
(* Now the params will remain as above, but both param gradients and the values and gradients of
other nodes will change thanks to the forward and backward passes. *)
Train.run grad_routine;
Tensor.print_tree ~with_grad:true ~depth:9 l;
- [%expect
- {|
- #12 *._l
- -1.57e+1
- #13 grad_*._l Virt/40
- <void>
- #8 +_d Local/46 │#10 f
- <void> │ -2.40
- #9 grad_+_d Virt/40 │#11 grad_f Dev-stream/41
- <void> │<void>
- #4 *._e Virt/152 │#6 c │
- <void> │ 1.02e+1 │
- #5 grad_*._e Virt/40 │#7 grad_c Dev-stream/41│
- <void> │<void> │
- #0 a │#2 b │ │
- 1.40 │ -2.60 │ │
- #1 grad_a Dev-stream/41│#3 grad_b Dev-stream/41│ │
- <void> │<void> │ │
- |}]
+ [%expect.unreachable]
+[@@expect.uncaught_exn {|
+ (* CR expect_test_collector: This test expectation appears to contain a backtrace.
+ This is strongly discouraged as backtraces are fragile.
+ Please change this test to not include a backtrace. *)
+ ("Utils.User_error(\"The linked context lacks node a\")")
+ Raised at Backends.verify_prior_context.(fun) in file "arrayjit/lib/backends.ml", line 285, characters 11-93
+ Called from Base__Set.Tree0.iter.iter in file "src/set.ml", line 860, characters 8-14
+ Called from Base__Set.Tree0.iter.iter in file "src/set.ml", line 860, characters 8-14
+ Called from Base__Set.Accessors.iter in file "src/set.ml" (inlined), line 1193, characters 18-38
+ Called from Backends.verify_prior_context in file "arrayjit/lib/backends.ml", lines 281-285, characters 2-94
+ Re-raised at Backends.verify_prior_context in file "arrayjit/lib/backends.ml", lines 280-285, characters 37-94
+ Called from Backends.Raise_backend.link in file "arrayjit/lib/backends.ml", lines 527-528, characters 4-49
+ Re-raised at Backends.Raise_backend.link in file "arrayjit/lib/backends.ml", lines 526-540, characters 23-92
+ Called from Tutorials__Zero2hero_1of7.(fun) in file "test/zero2hero_1of7.ml", line 401, characters 21-73
+ Called from Ppx_expect_runtime__Test_block.Configured.dump_backtrace in file "runtime/test_block.ml", line 142, characters 10-28
+ |}]
let%expect_test "tanh plot" =
Tensor.unsafe_reinitialize ();
@@ -510,21 +341,22 @@ let%expect_test "2D neuron hosted" =
let routine = Train.to_routine (module Backend) ctx IDX.empty update in
Train.run routine;
Tensor.print_tree ~with_grad:true ~depth:9 v;
- [%expect
- {|
- #8 +_v
- 7.00e-1
- #9 grad_+_v
- 1.00
- #6 * │#0 b
- -6.00 │ 6.70
- #7 grad_* │#1 grad_b
- 1.00 │ 1.00
- #2 w │#4 x │
- -3.00 1.00 │ 2.00 0.00 │
- #3 grad_w │#5 grad_x │
- 2.00 0.00 │ -3.00 1.00 │
- |}]
+ [%expect.unreachable]
+[@@expect.uncaught_exn {|
+ (* CR expect_test_collector: This test expectation appears to contain a backtrace.
+ This is strongly discouraged as backtraces are fragile.
+ Please change this test to not include a backtrace. *)
+ ("Utils.User_error(\"The linked context lacks node b\")")
+ Raised at Backends.verify_prior_context.(fun) in file "arrayjit/lib/backends.ml", line 285, characters 11-93
+ Called from Base__Set.Tree0.iter.iter in file "src/set.ml", line 861, characters 8-11
+ Called from Base__Set.Accessors.iter in file "src/set.ml" (inlined), line 1193, characters 18-38
+ Called from Backends.verify_prior_context in file "arrayjit/lib/backends.ml", lines 281-285, characters 2-94
+ Re-raised at Backends.verify_prior_context in file "arrayjit/lib/backends.ml", lines 280-285, characters 37-94
+ Called from Backends.Raise_backend.link in file "arrayjit/lib/backends.ml", lines 527-528, characters 4-49
+ Re-raised at Backends.Raise_backend.link in file "arrayjit/lib/backends.ml", lines 526-540, characters 23-92
+ Called from Tutorials__Zero2hero_1of7.(fun) in file "test/zero2hero_1of7.ml", line 510, characters 16-70
+ Called from Ppx_expect_runtime__Test_block.Configured.dump_backtrace in file "runtime/test_block.ml", line 142, characters 10-28
+ |}]
let%expect_test "2D neuron virtual" =
Tensor.unsafe_reinitialize ();
@@ -537,18 +369,19 @@ let%expect_test "2D neuron virtual" =
let routine = Train.to_routine (module Backend) ctx IDX.empty update in
Train.run routine;
Tensor.print_tree ~with_grad:true ~depth:9 v;
- [%expect
- {|
- #8 +_v
- 7.00e-1
- #9 grad_+_v Virt/40
- <void>
- #6 * Local/46 │#0 b
- <void> │ 6.70
- #7 grad_* Virt/40 │#1 grad_b Local/46
- <void> │<void>
- #2 w │#4 x │
- -3.00 1.00 │ 2.00 0.00 │
- #3 grad_w Local/46│#5 grad_x Local/46│
- <void> │<void> │
- |}]
+ [%expect.unreachable]
+[@@expect.uncaught_exn {|
+ (* CR expect_test_collector: This test expectation appears to contain a backtrace.
+ This is strongly discouraged as backtraces are fragile.
+ Please change this test to not include a backtrace. *)
+ ("Utils.User_error(\"The linked context lacks node b\")")
+ Raised at Backends.verify_prior_context.(fun) in file "arrayjit/lib/backends.ml", line 285, characters 11-93
+ Called from Base__Set.Tree0.iter.iter in file "src/set.ml", line 860, characters 8-14
+ Called from Base__Set.Accessors.iter in file "src/set.ml" (inlined), line 1193, characters 18-38
+ Called from Backends.verify_prior_context in file "arrayjit/lib/backends.ml", lines 281-285, characters 2-94
+ Re-raised at Backends.verify_prior_context in file "arrayjit/lib/backends.ml", lines 280-285, characters 37-94
+ Called from Backends.Raise_backend.link in file "arrayjit/lib/backends.ml", lines 527-528, characters 4-49
+ Re-raised at Backends.Raise_backend.link in file "arrayjit/lib/backends.ml", lines 526-540, characters 23-92
+ Called from Tutorials__Zero2hero_1of7.(fun) in file "test/zero2hero_1of7.ml", line 537, characters 16-70
+ Called from Ppx_expect_runtime__Test_block.Configured.dump_backtrace in file "runtime/test_block.ml", line 142, characters 10-28
+ |}]
File "test/moons_demo_parallel.ml", line 1, characters 0-0:
/usr/bin/git --no-pager diff --no-index --color=always -u _build/default/test/moons_demo_parallel.ml _build/.sandbox/7bc84bcb9c587384cc24b6ad5b76a690/default/test/moons_demo_parallel.ml.corrected
diff --git a/_build/default/test/moons_demo_parallel.ml b/_build/.sandbox/7bc84bcb9c587384cc24b6ad5b76a690/default/test/moons_demo_parallel.ml.corrected
index e0e4f52..ccc6339 100644
--- a/_build/default/test/moons_demo_parallel.ml
+++ b/_build/.sandbox/7bc84bcb9c587384cc24b6ad5b76a690/default/test/moons_demo_parallel.ml.corrected
@@ -97,4 +97,140 @@ let%expect_test "Half-moons data parallel" =
]
in
PrintBox_text.output Stdio.stdout plot_loss);
- [%expect "Success"]
+ [%expect "
+ Half-moons scatterplot and decision boundary:
+ \226\148\140\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\144
+ \226\148\130***********************************#****************************************************************\226\148\130
+ \226\148\130***********************#*#################*#********************************************************\226\148\130
+ \226\148\130**********************##########################****************************************************\226\148\130
+ \226\148\130*****************#################################**************************************************\226\148\130
+ \226\148\130**************######################################************************************************\226\148\130
+ \226\148\130*************#########################################**********************************************\226\148\130
+ \226\148\130***********################*************#################*******************************************\226\148\130
+ \226\148\130**********##############*******************###############******************************************\226\148\130
+ \226\148\130********##############**************************###########*****************************************\226\148\130
+ \226\148\130*******#############****************************##*##########***************************************\226\148\130
+ \226\148\130******###########**********************************############*************************************\226\148\130
+ \226\148\130*****###########************************************###########*************************************\226\148\130
+ \226\148\130****##########*********************%*****************###########************************************\226\148\130
+ \226\148\130***#########*#*******************%%%%*****************#########******************************%%%*%%*\226\148\130
+ \226\148\130***##########******************%%%*%%*******************########*#***************************%%*%%%*\226\148\130
+ \226\148\130**#######**********************%%%%%%%******************##########***************************%%%%%%%\226\148\130
+ \226\148\130*#########********************%%%%%%%%********************########***************************%%%%%%*\226\148\130
+ \226\148\130*########**********************%%%%%%%*********************########**************************%%%%%%*\226\148\130
+ \226\148\130#########*********************%%*%%%%%**********************########************************%%%%%%%*\226\148\130
+ \226\148\130*#######***********************%%%%%%%%********************#########************************%%%%%%%*\226\148\130
+ \226\148\130########***********************%%%%%%%%*********************########***********************%%%%%%%%*\226\148\130
+ \226\148\130#######*************************%%%%%%%**********************#######***********************%%%%%%%%*\226\148\130
+ \226\148\130#######*************************%%%%%%%%**********************#######*********************%%%%%%%%**\226\148\130
+ \226\148\130#######*************************%%%%%%%%*********************#######*********************%%%%%%%%%**\226\148\130
+ \226\148\130######****************************%%%%%%%%*******************#######********************%%%%%%%%%***\226\148\130
+ \226\148\130######***************************%%%%%%%%********************########******************%%%%%%%%%%***\226\148\130
+ \226\148\130######****************************%%%%%%%%%******************#######******************%*%%%%%%%%****\226\148\130
+ \226\148\130###*#*****************************%*%%%%%%%%%*****************#*#*##******************%%*%%%%%%%****\226\148\130
+ \226\148\130************************************%%%%%%%%%***************************************%%%%%%%%%%%*****\226\148\130
+ \226\148\130**************************************%%%%%%%*%*************************************%%%%%%%%%%%*****\226\148\130
+ \226\148\130*************************************%%%%%%%%%%%*********************************%%%%%%%%%%%%*******\226\148\130
+ \226\148\130**************************************%%*%%%%%%%%*******************************%%%%%%%%%%%*********\226\148\130
+ \226\148\130****************************************%%%%%%%%%%%%************************%**%%%%%%%%%%%%*********\226\148\130
+ \226\148\130****************************************%%%%%%%%%%%%%%*%********************%%%%%%%%%%%%%***********\226\148\130
+ \226\148\130******************************************%%%%%%%%%%%%%%%%%**************%%%%%%%%%%%%%%%************\226\148\130
+ \226\148\130********************************************%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%***************\226\148\130
+ \226\148\130************************************************%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%*%**%**************\226\148\130
+ \226\148\130************************************************%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%*%******************\226\148\130
+ \226\148\130**************************************************%%%%%%%%%%%%%%%%%%%%%%%%%%%%*%********************\226\148\130
+ \226\148\130*****************************************************%%*%**%%%%%%%%%%%%%%%**************************\226\148\130
+ \226\148\148\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\152
+ Batch Log-loss:
+ \226\148\140\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\172\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\144
+ \226\148\130 6.67e+2 \226\148\130- \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130b \226\148\130 \226\148\130
+ \226\148\130a \226\148\130 \226\148\130
+ \226\148\130t \226\148\130 \226\148\130
+ \226\148\130c \226\148\130 \226\148\130
+ \226\148\130h \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130l \226\148\130 \226\148\130
+ \226\148\130o \226\148\130 \226\148\130
+ \226\148\130g \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130l \226\148\130 \226\148\130
+ \226\148\130o \226\148\130 \226\148\130
+ \226\148\130s \226\148\130 \226\148\130
+ \226\148\130s \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- ---\226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 -1.04e+1\226\148\130--- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- \226\148\130
+ \226\148\156\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\188\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\164
+ \226\148\130 \226\148\1300.00 3.99e+2\226\148\130
+ \226\148\130 \226\148\130 step \226\148\130
+ \226\148\148\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\180\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\152
+ Epoch Log-loss:
+ \226\148\140\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\172\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\144
+ \226\148\130 6.67e+2\226\148\130- \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130e \226\148\130 \226\148\130
+ \226\148\130p \226\148\130 \226\148\130
+ \226\148\130o \226\148\130 \226\148\130
+ \226\148\130c \226\148\130 \226\148\130
+ \226\148\130h \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130l \226\148\130 \226\148\130
+ \226\148\130o \226\148\130 \226\148\130
+ \226\148\130g \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130l \226\148\130 \226\148\130
+ \226\148\130o \226\148\130 \226\148\130
+ \226\148\130s \226\148\130 \226\148\130
+ \226\148\130s \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 3.67e+1\226\148\130 - - - - - - - - - - - - - - - - - - - \226\148\130
+ \226\148\156\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\188\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\164
+ \226\148\130 \226\148\1300.00 1.90e+1\226\148\130
+ \226\148\130 \226\148\130 step \226\148\130
+ \226\148\148\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\180\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\128\226\148\152
+ "]
File "test/micrograd_demo.ml", line 1, characters 0-0:
/usr/bin/git --no-pager diff --no-index --color=always -u _build/default/test/micrograd_demo.ml _build/.sandbox/7bc84bcb9c587384cc24b6ad5b76a690/default/test/micrograd_demo.ml.corrected
diff --git a/_build/default/test/micrograd_demo.ml b/_build/.sandbox/7bc84bcb9c587384cc24b6ad5b76a690/default/test/micrograd_demo.ml.corrected
index b394efe..4062941 100644
--- a/_build/default/test/micrograd_demo.ml
+++ b/_build/.sandbox/7bc84bcb9c587384cc24b6ad5b76a690/default/test/micrograd_demo.ml.corrected
@@ -31,57 +31,26 @@ let%expect_test "Micrograd README basic example" =
let step = Train.to_routine (module Backend) ctx IDX.empty update in
Train.run step;
Tensor.print ~with_code:false ~with_grad:false `Default g;
- [%expect
- {|
- ┌────────────────────┐
- │[75]: +_g shape 0:1 │
- │┌┬─────────┐ │
- │││axis 0 │ │
- │├┼─────────┤ │
- │││ 2.47e+1 │ │
- │└┴─────────┘ │
- └────────────────────┘
- |}];
+ [%expect.unreachable];
Tensor.print ~with_code:false ~with_grad:true `Default a;
- [%expect
- {|
- ┌─────────────────┐
- │[0]: a shape 0:1 │
- │┌┬───────┐ │
- │││axis 0 │ │
- │├┼───────┤ │
- │││ -4.00 │ │
- │└┴───────┘ │
- └─────────────────┘
- ┌────────────────────────┐
- │[0]: a shape 0:1 grad_a│
- │┌┬─────────┐ │
- │││axis 0 │ │
- │├┼─────────┤ │
- │││ 1.38e+2 │ │
- │└┴─────────┘ │
- └────────────────────────┘
- |}];
+ [%expect.unreachable];
Tensor.print ~with_code:false ~with_grad:true `Default b;
- [%expect
- {|
- ┌─────────────────┐
- │[2]: b shape 0:1 │
- │┌┬──────┐ │
- │││axis 0│ │
- │├┼──────┤ │
- │││ 2.00 │ │
- │└┴──────┘ │
- └─────────────────┘
- ┌────────────────────────┐
- │[2]: b shape 0:1 grad_b│
- │┌┬─────────┐ │
- │││axis 0 │ │
- │├┼─────────┤ │
- │││ 6.45e+2 │ │
- │└┴─────────┘ │
- └────────────────────────┘
- |}]
+ [%expect.unreachable]
+[@@expect.uncaught_exn {|
+ (* CR expect_test_collector: This test expectation appears to contain a backtrace.
+ This is strongly discouraged as backtraces are fragile.
+ Please change this test to not include a backtrace. *)
+ ("Utils.User_error(\"The linked context lacks node a\")")
+ Raised at Backends.verify_prior_context.(fun) in file "arrayjit/lib/backends.ml", line 285, characters 11-93
+ Called from Base__Set.Tree0.iter.iter in file "src/set.ml", line 860, characters 8-14
+ Called from Base__Set.Accessors.iter in file "src/set.ml" (inlined), line 1193, characters 18-38
+ Called from Backends.verify_prior_context in file "arrayjit/lib/backends.ml", lines 281-285, characters 2-94
+ Re-raised at Backends.verify_prior_context in file "arrayjit/lib/backends.ml", lines 280-285, characters 37-94
+ Called from Backends.Raise_backend.link in file "arrayjit/lib/backends.ml", lines 527-528, characters 4-49
+ Re-raised at Backends.Raise_backend.link in file "arrayjit/lib/backends.ml", lines 526-540, characters 23-92
+ Called from Tutorials__Micrograd_demo.(fun) in file "test/micrograd_demo.ml", line 31, characters 13-67
+ Called from Ppx_expect_runtime__Test_block.Configured.dump_backtrace in file "runtime/test_block.ml", line 142, characters 10-28
+ |}]
let%expect_test "Micrograd half-moons example" =
Tensor.unsafe_reinitialize ();
@@ -168,223 +137,34 @@ let%expect_test "Micrograd half-moons example" =
in
Stdio.printf "Half-moons scatterplot and decision boundary:\n%!";
PrintBox_text.output Stdio.stdout plot_moons;
- [%expect
- {|
- Half-moons scatterplot and decision boundary:
- ┌────────────────────────────────────────────────────────────────────────────────────────────────────┐
- │****************************#***********************************************************************│
- │****************************###***###***#***********************************************************│
- │***************************#********#***#***********************************************************│
- │********************#*********************##*#*#****************************************************│
- │******************#***#*****##*#*#*#****#*#*#*##****************************************************│
- │**************#*#**###**#*##**##********#**#****###**#**********************************************│
- │***********#***##***#**##*****************#*#*##*###**********************************************..│
- │***************#**###******************************##*#******************************************...│
- │*************#*****#******************************#*#***#*#*************************************....│
- │*********#***#******************......************##*###**#************************************.....│
- │******#***#*#*#****************........******************#*#*********************************.......│
- │*****###****#****************...........****************#***********************************........│
- │*******#*###****************.............******************#*#*****************************.........│
- │**********##***************.......%%......***************#**##****************************..........│
- │*****#***#****************......%..%%......*********************************************..........%.│
- │**####*******************......%..%..........****************##*#**********************........%...%│
- │****#*******************.......%%..%..........***************#*#**********************.........%....│
- │*#****##***************.........%....%.........************##***#********************.......%...%%..│
- │****#*#***************.........%..%.%...........*************#**#*******************..........%.%...│
- │##*##****************............%...............**************#*##****************.........%.%.%%%.│
- │**#####************............%...%%.............*******************************...........%..%.%..│
- │******************...............%.%.%%............*********#*#*#*#*************................%%..│
- │***##************................%..%..%............************#*#************.............%...%...│
- │##**#***********...................%...%.............********#**###***********...........%.%%.......│
- │###************..................%.%.%................***********##**********..................%....│
- │**##**********.........................................**********#*********.............%%.%..%.....│
- │**#**********......................%%...................********##********..............%%.%........│
- │************..........................%..................****#**#********...................%.......│
- │***********.........................%%.%..................*****##******...............%..%..........│
- │**********.............................%%..................***********.................%%.%%........│
- │*********..............................%...%................*******.....................%%%.........│
- │********...................................%..%....................................%.....%..........│
- │*******.................................%%..%.%................................%.%.%.%%.............│
- │******.....................................%%.%...%%.%.......................%%%....%.%.%...........│
- │*****....................................%.....%.%..%....................%.....%%.%.%...............│
- │****........................................%%...%.%%%%..%.......%.........%%.%%....................│
- │***...............................................%..%.......%..%%%%...%.%..%.%.....................│
- │**.................................................%.%.%............%..%...%........................│
- │*.................................................%....%.%......%%...%.%............................│
- │..........................................................%..%......%%%.............................│
- └────────────────────────────────────────────────────────────────────────────────────────────────────┘
- |}];
+ [%expect.unreachable];
Stdio.printf "Loss:\n%!";
let plot_loss =
PrintBox_utils.plot ~x_label:"step" ~y_label:"loss"
[ Line_plot { points = Array.of_list_rev !losses; content = PrintBox.line "-" } ]
in
PrintBox_text.output Stdio.stdout plot_loss;
- [%expect
- {|
- Loss:
- ┌────────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐
- │ 3.79e+1│- │
- │ │ │
- │ │ │
- │ │ │
- │ │ │
- │ │ │
- │ │ │
- │ │ │
- │ │ │
- │ │ │
- │ │ │
- │ │ │
- │ │ │
- │ │ │
- │ │ │
- │ │ │
- │ │ │
- │ │ │
- │l │ │
- │o │ │
- │s │ │
- │s │ │
- │ │ │
- │ │ │
- │ │ │
- │ │ │
- │ │ │
- │ │ │
- │ │ │
- │ │ │
- │ │- │
- │ │ │
- │ │ │
- │ │ │
- │ │ │
- │ │ │
- │ │ │
- │ │ │
- │ │- - - │
- │ 0.00 │----------------------------------------------------------------------------------------------------│
- ├────────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤
- │ │0.00 3.99e+2│
- │ │ step │
- └────────┴────────────────────────────────────────────────────────────────────────────────────────────────────┘
- |}];
+ [%expect.unreachable];
Stdio.printf "Log-loss, for better visibility:\n%!";
let plot_loss =
PrintBox_utils.plot ~x_label:"step" ~y_label:"log loss"
[ Line_plot { points = Array.of_list_rev !log_losses; content = PrintBox.line "-" } ]
in
PrintBox_text.output Stdio.stdout plot_loss;
- [%expect
- {|
- Log-loss, for better visibility:
- ┌─────────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐
- │ 3.63 │- │
- │ │ │
- │ │ │
- │ │ │
- │ │- │
- │ │ │
- │ │ │
- │ │ │
- │ │ │
- │ │- │
- │ │ - - │
- │ │ - - - │
- │ │------ - │
- │ │ ---- - - --- - - - - - │
- │ │ -- - - - --- -- - -- - │
- │ │ - -- - - --- - - --- ----- - -- │
- │l │ -- - - - - --- - - - │
- │o │ - - - -- - -- - - - - - │
- │g │ - - - - -- - - - - - - - │
- │ │ - - - -- - - - -- - - - │
- │l │ - - -- -- - - - - -│
- │o │ - - - - - - - - - - - │
- │s │ - - - - -- - │
- │s │ - - │
- │ │ - - - - - - - - - │
- │ │ - - - - - │
- │ │ - - │
- │ │ - - - │
- │ │ - - │
- │ │ │
- │ │ - │
- │ │ - │
- │ │ │
- │ │ │
- │ │ │
- │ │ │
- │ │ - │
- │ │ │
- │ │ │
- │ -1.00e+1│ - - - - ----- -- --------------- ---------------------------------------------------------│
- ├─────────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤
- │ │0.00 3.99e+2│
- │ │ step │
- └─────────┴────────────────────────────────────────────────────────────────────────────────────────────────────┘
- |}];
+ [%expect.unreachable];
Stdio.printf "\nLearning rate:\n%!";
let plot_lr =
PrintBox_utils.plot ~x_label:"step" ~y_label:"learning rate"
[ Line_plot { points = Array.of_list_rev !learning_rates; content = PrintBox.line "-" } ]
in
PrintBox_text.output Stdio.stdout plot_lr;
- [%expect
- {|
- Learning rate:
- ┌─────────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐
- │ -1.00e-1│ -│
- │ │ ---│
- │ │ ---- │
- │ │ --- │
- │ │ ---- │
- │ │ --- │
- │ │ --- │
- │ │ --- │
- │ │ --- │
- │ │ ---- │
- │ │ --- │
- │ │ ---- │
- │ │ --- │
- │l │ ---- │
- │e │ --- │
- │a │ --- │
- │r │ --- │
- │n │ --- │
- │i │ ---- │
- │n │ --- │
- │g │ ---- │
- │ │ --- │
- │r │ ---- │
- │a │ --- │
- │t │ --- │
- │e │ --- │
- │ │ --- │
- │ │ ---- │
- │ │ --- │
- │ │ ---- │
- │ │ --- │
- │ │ ---- │
- │ │ --- │
- │ │ --- │
- │ │ ---│
- │ │ --- │
- │ │ ---- │
- │ │ --- │
- │ │ ---- │
- │ -2.00e-1│--- │
- ├─────────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤
- │ │0.00 3.99e+2│
- │ │ step │
- └─────────┴────────────────────────────────────────────────────────────────────────────────────────────────────┘
- |}];
+ [%expect.unreachable];
(* Testing how the syntax extension %op creates labels for the resulting tensors: *)
Stdio.printf "mlp_result's name: %s\n%!" @@ Tensor.debug_name mlp_result;
(* Note: mlp_result is not included in the resulting tensor's label, because the identifier label
does not propagate across function calls. *)
- [%expect {| mlp_result's name: mlp_point |}];
+ [%expect.unreachable];
(Stdio.printf "(mlp moons_input) name: %s\n%!"
@@ Tensor.debug_name
@@
@@ -398,4 +178,20 @@ let%expect_test "Micrograd half-moons example" =
] ->
subtensor
| _ -> assert false);
- [%expect {| (mlp moons_input) name: mlp_moons_input |}]
+ [%expect.unreachable]
+[@@expect.uncaught_exn {|
+ (* CR expect_test_collector: This test expectation appears to contain a backtrace.
+ This is strongly discouraged as backtraces are fragile.
+ Please change this test to not include a backtrace. *)
+ ("Utils.User_error(\"The linked context lacks node b1\")")
+ Raised at Backends.verify_prior_context.(fun) in file "arrayjit/lib/backends.ml", line 285, characters 11-93
+ Called from Base__Set.Tree0.iter.iter in file "src/set.ml", line 861, characters 8-11
+ Called from Base__Set.Tree0.iter.iter in file "src/set.ml", line 860, characters 8-14
+ Called from Base__Set.Accessors.iter in file "src/set.ml" (inlined), line 1193, characters 18-38
+ Called from Backends.verify_prior_context in file "arrayjit/lib/backends.ml", lines 281-285, characters 2-94
+ Re-raised at Backends.verify_prior_context in file "arrayjit/lib/backends.ml", lines 280-285, characters 37-94
+ Called from Backends.Raise_backend.link in file "arrayjit/lib/backends.ml", lines 527-528, characters 4-49
+ Re-raised at Backends.Raise_backend.link in file "arrayjit/lib/backends.ml", lines 526-540, characters 23-92
+ Called from Tutorials__Micrograd_demo.(fun) in file "test/micrograd_demo.ml", line 125, characters 4-83
+ Called from Ppx_expect_runtime__Test_block.Configured.dump_backtrace in file "runtime/test_block.ml", line 142, characters 10-28
+ |}]
File "test/hello_world_op.ml", line 1, characters 0-0:
/usr/bin/git --no-pager diff --no-index --color=always -u _build/default/test/hello_world_op.ml _build/.sandbox/7bc84bcb9c587384cc24b6ad5b76a690/default/test/hello_world_op.ml.corrected
diff --git a/_build/default/test/hello_world_op.ml b/_build/.sandbox/7bc84bcb9c587384cc24b6ad5b76a690/default/test/hello_world_op.ml.corrected
index 6407bb4..bcb77d6 100644
--- a/_build/default/test/hello_world_op.ml
+++ b/_build/.sandbox/7bc84bcb9c587384cc24b6ad5b76a690/default/test/hello_world_op.ml.corrected
@@ -39,7 +39,7 @@ let%expect_test "Pointwise multiplication dims 1" =
│┌┬─────────┐ │
│││axis 0 │ │
│├┼─────────┤ │
- │││ 1.40e+1 │ │
+ │││ 3.50e+2 │ │
│└┴─────────┘ │
└────────────────────┘
|}]
@@ -67,11 +67,11 @@ let%expect_test "Matrix multiplication dims 1x1" =
{|
┌────────────────────────┐
│[0]: hey shape 1:1->0:1 │
- │┌──────┬──────┐ │
- ││ │axis 1│ │
- │├──────┼──────┤ │
- ││axis 0│ 7.00 │ │
- │└──────┴──────┘ │
+ │┌──────┬─────────┐ │
+ ││ │axis 1 │ │
+ │├──────┼─────────┤ │
+ ││axis 0│ 1.62e+2 │ │
+ │└──────┴─────────┘ │
└────────────────────────┘
|}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ y;
@@ -82,7 +82,7 @@ let%expect_test "Matrix multiplication dims 1x1" =
│┌┬─────────┐ │
│││axis 0 │ │
│├┼─────────┤ │
- │││ 1.50e+1 │ │
+ │││ 3.25e+2 │ │
│└┴─────────┘ │
└───────────────────┘
|}]
@@ -108,7 +108,7 @@ let%expect_test "Print constant tensor" =
Tensor.print ~with_code:false ~with_grad:false `Inline @@ hey;
[%expect
{|
- [0]: [ 1.00 , 2.00 , 3.00 ; 4.00 , 5.00 , 6.00 ]_hey shape 1:3->0:2 [
+ [0]: c2x3_hey shape 1:3->0:2 [
1.00 , 2.00 , 3.00
; 4.00 , 5.00 , 6.00
]
@@ -116,22 +116,22 @@ let%expect_test "Print constant tensor" =
Tensor.print ~with_code:false ~with_grad:false `Default @@ hey;
[%expect
{|
- ┌────────────────────────────────────────────────────────────────────────┐
- │[0]: [ 1.00 , 2.00 , 3.00 ; 4.00 , 5.00 , 6.00 ]_hey shape 1:3->0:2 │
- │┌──────┬──────────────────┐ │
- ││ │axis 1 │ │
- │├──────┼──────────────────┤ │
- ││axis 0│ 1.00 2.00 3.00 │ │
- ││ │ 4.00 5.00 6.00 │ │
- │└──────┴──────────────────┘ │
- └────────────────────────────────────────────────────────────────────────┘
+ ┌─────────────────────────────┐
+ │[0]: c2x3_hey shape 1:3->0:2 │
+ │┌──────┬──────────────────┐ │
+ ││ │axis 1 │ │
+ │├──────┼──────────────────┤ │
+ ││axis 0│ 1.00 2.00 3.00 │ │
+ ││ │ 4.00 5.00 6.00 │ │
+ │└──────┴──────────────────┘ │
+ └─────────────────────────────┘
|}];
let%op hoo = [| [ 1; 2; 3 ]; [ 4; 5; 6 ] |] in
Train.forward_and_forget backend ctx hoo;
Tensor.print ~with_code:false ~with_grad:false `Inline @@ hoo;
[%expect
{|
- [1]: [| [ 1.00 ; 2.00 ; 3.00 ] ; [ 4.00 ; 5.00 ; 6.00 ] |]_hoo shape 0:2|1:3 [|
+ [1]: [| [ 0.00 ; 0.00 ; 0.00 ] ; [ 0.00 ; 0.00 ; 0.00 ] |]_hoo shape 0:2|1:3 [|
[ 1.00 ; 2.00 ; 3.00 ]
; [ 4.00 ; 5.00 ; 6.00 ]
|]
@@ -140,7 +140,7 @@ let%expect_test "Print constant tensor" =
[%expect
{|
┌─────────────────────────────────────────────────────────────────────────────┐
- │[1]: [| [ 1.00 ; 2.00 ; 3.00 ] ; [ 4.00 ; 5.00 ; 6.00 ] |]_hoo shape 0:2|1:3 │
+ │[1]: [| [ 0.00 ; 0.00 ; 0.00 ] ; [ 0.00 ; 0.00 ; 0.00 ] |]_hoo shape 0:2|1:3 │
│┌──────┬──────────────────┐ │
││ │axis 1 │ │
│├──────┼──────────────────┤ │
@@ -471,28 +471,28 @@ let%expect_test "Matrix multiplication dims 2x3" =
Tensor.print ~with_code:false ~with_grad:false `Default @@ hey;
[%expect
{|
- ┌────────────────────────┐
- │[0]: hey shape 1:2->0:3 │
- │┌──────┬────────────┐ │
- ││ │axis 1 │ │
- │├──────┼────────────┤ │
- ││axis 0│ 7.00 7.00 │ │
- ││ │ 7.00 7.00 │ │
- ││ │ 7.00 7.00 │ │
- │└──────┴────────────┘ │
- └────────────────────────┘
+ ┌─────────────────────────────┐
+ │[0]: hey shape 1:2->0:3 │
+ │┌──────┬────────────────────┐│
+ ││ │axis 1 ││
+ │├──────┼────────────────────┤│
+ ││axis 0│ 1.61e+2 7.09e-43 ││
+ ││ │ 0.00 0.00 ││
+ ││ │ 4.48e-44 0.00 ││
+ │└──────┴────────────────────┘│
+ └─────────────────────────────┘
|}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ y;
[%expect
{|
- ┌──────────────────────────────┐
- │[6]: +_y shape 0:3 │
- │┌┬───────────────────────────┐│
- │││axis 0 ││
- │├┼───────────────────────────┤│
- │││ 3.90e+1 4.00e+1 4.10e+1 ││
- │└┴───────────────────────────┘│
- └──────────────────────────────┘
+ ┌────────────────────────┐
+ │[6]: +_y shape 0:3 │
+ │┌┬─────────────────────┐│
+ │││axis 0 ││
+ │├┼─────────────────────┤│
+ │││ 3.26e+2 5.00 6.00 ││
+ │└┴─────────────────────┘│
+ └────────────────────────┘
|}]
let%expect_test "Big matrix" =
@@ -516,70 +516,37 @@ let%expect_test "Big matrix" =
Train.forward_and_forget backend ctx y;
Tensor.print ~with_code:false ~with_grad:false `Inline zero_to_twenty;
[%expect
- {|
- [2]: 0...20 shape 0:21 [
- 0.00
- ; 1.00
- ; 2.00
- ; 3.00
- ; 4.00
- ; 5.00
- ; 6.00
- ; 7.00
- ; 8.00
- ; 9.00
- ; 10.00
- ; 11.00
- ; 12.00
- ; 13.00
- ; 14.00
- ; 15.00
- ; 16.00
- ; 17.00
- ; 18.00
- ; 19.00
- ; 20.00
- ]
- |}];
+ {| [2]: 0...20 shape 0:21 <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default zero_to_twenty;
[%expect
- {|
- ┌──────────────────────────────────────┐
- │[2]: 0...20 shape 0:21 │
- │┌┬───────────────────────────────────┐│
- │││axis 0 ││
- │├┼───────────────────────────────────┤│
- │││ 0.00 1.00 ... 1.90e+1 2.00e+1 ││
- │└┴───────────────────────────────────┘│
- └──────────────────────────────────────┘
- |}];
+ {| [2]: 0...20 shape 0:21 <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default hey;
[%expect
{|
- ┌──────────────────────────────────────────────────┐
- │[0]: hey shape 1:21->0:21 │
- │┌──────┬─────────────────────────────────────────┐│
- ││ │axis 1 ││
- │├──────┼─────────────────────────────────────────┤│
- ││axis 0│ 5.00e-1 5.00e-1 ... 5.00e-1 5.00e-1 ││
- ││ │ 5.00e-1 5.00e-1 ... 5.00e-1 5.00e-1 ││
- ││ │ ... ... ... ... ... ││
- ││ │ 5.00e-1 5.00e-1 ... 5.00e-1 5.00e-1 ││
- ││ │ 5.00e-1 5.00e-1 ... 5.00e-1 5.00e-1 ││
- │└──────┴─────────────────────────────────────────┘│
- └──────────────────────────────────────────────────┘
+ ┌──────────────────────────────────────────────────────┐
+ │[0]: hey shape 1:21->0:21 │
+ │┌──────┬─────────────────────────────────────────────┐│
+ ││ │axis 1 ││
+ │├──────┼─────────────────────────────────────────────┤│
+ ││axis 0│ 1.10e+1 2.07e-41 ... 4.00e-11 2.27e-12 ││
+ ││ │ 6.33e-10 7.21e+17 ... 4.51e+16 1.35e-19 ││
+ ││ │ ... ... ... ... ... ││
+ ││ │ 0.00 0.00 ... 0.00 0.00 ││
+ ││ │ 0.00 0.00 ... 0.00 0.00 ││
+ │└──────┴─────────────────────────────────────────────┘│
+ └──────────────────────────────────────────────────────┘
|}];
Tensor.print ~with_code:false ~with_grad:false `Default y;
[%expect
{|
- ┌────────────────────────────────────────────┐
- │[5]: + shape 0:21 │
- │┌┬─────────────────────────────────────────┐│
- │││axis 0 ││
- │├┼─────────────────────────────────────────┤│
- │││ 1.05e+2 1.06e+2 ... 1.24e+2 1.25e+2 ││
- │└┴─────────────────────────────────────────┘│
- └────────────────────────────────────────────┘
+ ┌──────────────────────────────────────────────┐
+ │[5]: + shape 0:21 │
+ │┌┬───────────────────────────────────────────┐│
+ │││axis 0 ││
+ │├┼───────────────────────────────────────────┤│
+ │││ 4.11e+18 1.38e+19 ... 1.90e+1 2.00e+1 ││
+ │└┴───────────────────────────────────────────┘│
+ └──────────────────────────────────────────────┘
|}]
let%expect_test "Very big tensor" =
@@ -603,140 +570,7 @@ let%expect_test "Very big tensor" =
Train.forward_and_forget backend ctx hoo;
Tensor.print ~with_code:false ~with_grad:false `Default hey;
[%expect
- {|
- ┌───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┐
- │[0]: r6x10x11x7x8x9 shape 0:6|3:7,4:8,5:9->1:10,2:11 │
- │┌──────┬─────────────────────────────────────────┬─────────────────────────────────────────┬──────┬─────────────────────────────────────────┬─────────────────────────────────────────┐│
- ││0 @ 0 │0 @ 4 │1 @ 4 │~~~~~ │6 @ 4 │7 @ 4 ││
- ││ │axis 5 │axis 5 │axis 5│axis 5 │axis 5 ││
- │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼──────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
- ││0 @ 1 │ 0.00 1.00 ... 7.00 8.00 │ 9.00 1.00e+1 ... 1.60e+1 1.70e+1 │ ... │ 5.40e+1 5.50e+1 ... 6.10e+1 6.20e+1 │ 6.30e+1 6.40e+1 ... 7.00e+1 7.10e+1 ││
- ││axis 2│ 5.04e+2 5.05e+2 ... 5.11e+2 5.12e+2 │ 5.13e+2 5.14e+2 ... 5.20e+2 5.21e+2 │ │ 5.58e+2 5.59e+2 ... 5.65e+2 5.66e+2 │ 5.67e+2 5.68e+2 ... 5.74e+2 5.75e+2 ││
- ││ │ ... ... ... ... ... │ ... ... ... ... ... │ │ ... ... ... ... ... │ ... ... ... ... ... ││
- ││ │ 4.53e+3 4.53e+3 ... 4.54e+3 4.54e+3 │ 4.54e+3 4.54e+3 ... 4.55e+3 4.55e+3 │ │ 4.59e+3 4.59e+3 ... 4.59e+3 4.59e+3 │ 4.59e+3 4.60e+3 ... 4.60e+3 4.60e+3 ││
- ││ │ 5.04e+3 5.04e+3 ... 5.04e+3 5.04e+3 │ 5.04e+3 5.05e+3 ... 5.05e+3 5.05e+3 │ │ 5.09e+3 5.09e+3 ... 5.10e+3 5.10e+3 │ 5.10e+3 5.10e+3 ... 5.11e+3 5.11e+3 ││
- │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼──────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
- ││1 @ 1 │ 5.54e+3 5.54e+3 ... 5.55e+3 5.55e+3 │ 5.55e+3 5.55e+3 ... 5.56e+3 5.56e+3 │ ... │ 5.59e+3 5.59e+3 ... 5.60e+3 5.60e+3 │ 5.60e+3 5.60e+3 ... 5.61e+3 5.61e+3 ││
- ││axis 2│ 6.04e+3 6.04e+3 ... 6.05e+3 6.05e+3 │ 6.05e+3 6.05e+3 ... 6.06e+3 6.06e+3 │ │ 6.10e+3 6.10e+3 ... 6.10e+3 6.11e+3 │ 6.11e+3 6.11e+3 ... 6.11e+3 6.11e+3 ││
- ││ │ ... ... ... ... ... │ ... ... ... ... ... │ │ ... ... ... ... ... │ ... ... ... ... ... ││
- ││ │ 1.00e+4 1.00e+4 ... 1.00e+4 1.00e+4 │ 1.00e+4 1.00e+4 ... 1.00e+4 1.00e+4 │ │ 1.01e+4 1.01e+4 ... 1.01e+4 1.01e+4 │ 1.01e+4 1.01e+4 ... 1.01e+4 1.01e+4 ││
- ││ │ 1.05e+4 1.05e+4 ... 1.05e+4 1.05e+4 │ 1.05e+4 1.05e+4 ... 1.06e+4 1.06e+4 │ │ 1.06e+4 1.06e+4 ... 1.06e+4 1.06e+4 │ 1.06e+4 1.06e+4 ... 1.06e+4 1.06e+4 ││
- │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼──────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
- ││~~~~~ │ ... │ ... │ ... │ ... │ ... ││
- ││axis 2│ │ │ │ │ ││
- │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼──────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
- ││8 @ 1 │ 4.43e+4 4.43e+4 ... 4.43e+4 4.43e+4 │ 4.43e+4 4.43e+4 ... 4.43e+4 4.43e+4 │ ... │ 4.44e+4 4.44e+4 ... 4.44e+4 4.44e+4 │ 4.44e+4 4.44e+4 ... 4.44e+4 4.44e+4 ││
- ││axis 2│ 4.48e+4 4.48e+4 ... 4.48e+4 4.48e+4 │ 4.48e+4 4.48e+4 ... 4.48e+4 4.48e+4 │ │ 4.49e+4 4.49e+4 ... 4.49e+4 4.49e+4 │ 4.49e+4 4.49e+4 ... 4.49e+4 4.49e+4 ││
- ││ │ ... ... ... ... ... │ ... ... ... ... ... │ │ ... ... ... ... ... │ ... ... ... ... ... ││
- ││ │ 4.88e+4 4.88e+4 ... 4.88e+4 4.88e+4 │ 4.88e+4 4.88e+4 ... 4.89e+4 4.89e+4 │ │ 4.89e+4 4.89e+4 ... 4.89e+4 4.89e+4 │ 4.89e+4 4.89e+4 ... 4.89e+4 4.89e+4 ││
- ││ │ 4.93e+4 4.93e+4 ... 4.93e+4 4.94e+4 │ 4.94e+4 4.94e+4 ... 4.94e+4 4.94e+4 │ │ 4.94e+4 4.94e+4 ... 4.94e+4 4.94e+4 │ 4.94e+4 4.94e+4 ... 4.94e+4 4.94e+4 ││
- │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼──────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
- ││9 @ 1 │ 4.98e+4 4.98e+4 ... 4.99e+4 4.99e+4 │ 4.99e+4 4.99e+4 ... 4.99e+4 4.99e+4 │ ... │ 4.99e+4 4.99e+4 ... 4.99e+4 4.99e+4 │ 4.99e+4 4.99e+4 ... 4.99e+4 4.99e+4 ││
- ││axis 2│ 5.04e+4 5.04e+4 ... 5.04e+4 5.04e+4 │ 5.04e+4 5.04e+4 ... 5.04e+4 5.04e+4 │ │ 5.04e+4 5.04e+4 ... 5.04e+4 5.04e+4 │ 5.04e+4 5.04e+4 ... 5.04e+4 5.04e+4 ││
- ││ │ ... ... ... ... ... │ ... ... ... ... ... │ │ ... ... ... ... ... │ ... ... ... ... ... ││
- ││ │ 5.44e+4 5.44e+4 ... 5.44e+4 5.44e+4 │ 5.44e+4 5.44e+4 ... 5.44e+4 5.44e+4 │ │ 5.44e+4 5.44e+4 ... 5.44e+4 5.44e+4 │ 5.44e+4 5.44e+4 ... 5.45e+4 5.45e+4 ││
- ││ │ 5.49e+4 5.49e+4 ... 5.49e+4 5.49e+4 │ 5.49e+4 5.49e+4 ... 5.49e+4 5.49e+4 │ │ 5.49e+4 5.49e+4 ... 5.49e+4 5.49e+4 │ 5.49e+4 5.50e+4 ... 5.50e+4 5.50e+4 ││
- │└──────┴─────────────────────────────────────────┴─────────────────────────────────────────┴──────┴─────────────────────────────────────────┴─────────────────────────────────────────┘│
- ├───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┤
- │┌──────┬─────────────────────────────────────────┬─────────────────────────────────────────┬──────┬─────────────────────────────────────────┬─────────────────────────────────────────┐│
- ││1 @ 0 │0 @ 4 │1 @ 4 │~~~~~ │6 @ 4 │7 @ 4 ││
- ││ │axis 5 │axis 5 │axis 5│axis 5 │axis 5 ││
- │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼──────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
- ││0 @ 1 │ 5.54e+4 5.54e+4 ... 5.54e+4 5.54e+4 │ 5.54e+4 5.54e+4 ... 5.54e+4 5.54e+4 │ ... │ 5.54e+4 5.54e+4 ... 5.55e+4 5.55e+4 │ 5.55e+4 5.55e+4 ... 5.55e+4 5.55e+4 ││
- ││axis 2│ 5.59e+4 5.59e+4 ... 5.59e+4 5.59e+4 │ 5.59e+4 5.59e+4 ... 5.59e+4 5.59e+4 │ │ 5.59e+4 5.59e+4 ... 5.60e+4 5.60e+4 │ 5.60e+4 5.60e+4 ... 5.60e+4 5.60e+4 ││
- ││ │ ... ... ... ... ... │ ... ... ... ... ... │ │ ... ... ... ... ... │ ... ... ... ... ... ││
- ││ │ 5.99e+4 5.99e+4 ... 5.99e+4 5.99e+4 │ 5.99e+4 5.99e+4 ... 5.99e+4 5.99e+4 │ │ 6.00e+4 6.00e+4 ... 6.00e+4 6.00e+4 │ 6.00e+4 6.00e+4 ... 6.00e+4 6.00e+4 ││
- ││ │ 6.04e+4 6.04e+4 ... 6.04e+4 6.04e+4 │ 6.04e+4 6.04e+4 ... 6.04e+4 6.04e+4 │ │ 6.05e+4 6.05e+4 ... 6.05e+4 6.05e+4 │ 6.05e+4 6.05e+4 ... 6.05e+4 6.05e+4 ││
- │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼──────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
- ││1 @ 1 │ 6.09e+4 6.09e+4 ... 6.09e+4 6.09e+4 │ 6.09e+4 6.09e+4 ... 6.10e+4 6.10e+4 │ ... │ 6.10e+4 6.10e+4 ... 6.10e+4 6.10e+4 │ 6.10e+4 6.10e+4 ... 6.10e+4 6.10e+4 ││
- ││axis 2│ 6.14e+4 6.14e+4 ... 6.14e+4 6.14e+4 │ 6.14e+4 6.14e+4 ... 6.15e+4 6.15e+4 │ │ 6.15e+4 6.15e+4 ... 6.15e+4 6.15e+4 │ 6.15e+4 6.15e+4 ... 6.15e+4 6.15e+4 ││
- ││ │ ... ... ... ... ... │ ... ... ... ... ... │ │ ... ... ... ... ... │ ... ... ... ... ... ││
- ││ │ 6.55e+4 6.55e+4 ... 6.55e+4 6.55e+4 │ 6.55e+4 6.55e+4 ... 6.55e+4 6.55e+4 │ │ 6.55e+4 6.55e+4 ... 6.55e+4 6.55e+4 │ 6.55e+4 6.55e+4 ... 6.55e+4 6.55e+4 ││
- ││ │ 6.60e+4 6.60e+4 ... 6.60e+4 6.60e+4 │ 6.60e+4 6.60e+4 ... 6.60e+4 6.60e+4 │ │ 6.60e+4 6.60e+4 ... 6.60e+4 6.60e+4 │ 6.60e+4 6.60e+4 ... 6.60e+4 6.60e+4 ││
- │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼──────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
- ││~~~~~ │ ... │ ... │ ... │ ... │ ... ││
- ││axis 2│ │ │ │ │ ││
- │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼──────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
- ││8 @ 1 │ 9.97e+4 9.97e+4 ... 9.97e+4 9.98e+4 │ 9.98e+4 9.98e+4 ... 9.98e+4 9.98e+4 │ ... │ 9.98e+4 9.98e+4 ... 9.98e+4 9.98e+4 │ 9.98e+4 9.98e+4 ... 9.98e+4 9.98e+4 ││
- ││axis 2│ 1.00e+5 1.00e+5 ... 1.00e+5 1.00e+5 │ 1.00e+5 1.00e+5 ... 1.00e+5 1.00e+5 │ │ 1.00e+5 1.00e+5 ... 1.00e+5 1.00e+5 │ 1.00e+5 1.00e+5 ... 1.00e+5 1.00e+5 ││
- ││ │ ... ... ... ... ... │ ... ... ... ... ... │ │ ... ... ... ... ... │ ... ... ... ... ... ││
- ││ │ 1.04e+5 1.04e+5 ... 1.04e+5 1.04e+5 │ 1.04e+5 1.04e+5 ... 1.04e+5 1.04e+5 │ │ 1.04e+5 1.04e+5 ... 1.04e+5 1.04e+5 │ 1.04e+5 1.04e+5 ... 1.04e+5 1.04e+5 ││
- ││ │ 1.04e+5 1.04e+5 ... 1.04e+5 1.04e+5 │ 1.04e+5 1.04e+5 ... 1.04e+5 1.04e+5 │ │ 1.04e+5 1.04e+5 ... 1.04e+5 1.04e+5 │ 1.04e+5 1.04e+5 ... 1.04e+5 1.04e+5 ││
- │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼──────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
- ││9 @ 1 │ 1.05e+5 1.05e+5 ... 1.05e+5 1.05e+5 │ 1.05e+5 1.05e+5 ... 1.05e+5 1.05e+5 │ ... │ 1.05e+5 1.05e+5 ... 1.05e+5 1.05e+5 │ 1.05e+5 1.05e+5 ... 1.05e+5 1.05e+5 ││
- ││axis 2│ 1.05e+5 1.05e+5 ... 1.05e+5 1.05e+5 │ 1.05e+5 1.05e+5 ... 1.05e+5 1.05e+5 │ │ 1.05e+5 1.05e+5 ... 1.05e+5 1.05e+5 │ 1.05e+5 1.05e+5 ... 1.05e+5 1.05e+5 ││
- ││ │ ... ... ... ... ... │ ... ... ... ... ... │ │ ... ... ... ... ... │ ... ... ... ... ... ││
- ││ │ 1.09e+5 1.09e+5 ... 1.09e+5 1.09e+5 │ 1.09e+5 1.09e+5 ... 1.09e+5 1.09e+5 │ │ 1.09e+5 1.09e+5 ... 1.09e+5 1.09e+5 │ 1.09e+5 1.09e+5 ... 1.09e+5 1.09e+5 ││
- ││ │ 1.10e+5 1.10e+5 ... 1.10e+5 1.10e+5 │ 1.10e+5 1.10e+5 ... 1.10e+5 1.10e+5 │ │ 1.10e+5 1.10e+5 ... 1.10e+5 1.10e+5 │ 1.10e+5 1.10e+5 ... 1.10e+5 1.10e+5 ││
- │└──────┴─────────────────────────────────────────┴─────────────────────────────────────────┴──────┴─────────────────────────────────────────┴─────────────────────────────────────────┘│
- ├───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┤
- │ ... │
- ├───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┤
- │┌──────┬─────────────────────────────────────────┬─────────────────────────────────────────┬──────┬─────────────────────────────────────────┬─────────────────────────────────────────┐│
- ││4 @ 0 │0 @ 4 │1 @ 4 │~~~~~ │6 @ 4 │7 @ 4 ││
- ││ │axis 5 │axis 5 │axis 5│axis 5 │axis 5 ││
- │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼──────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
- ││0 @ 1 │ 2.21e+5 2.21e+5 ... 2.21e+5 2.21e+5 │ 2.21e+5 2.21e+5 ... 2.21e+5 2.21e+5 │ ... │ 2.21e+5 2.21e+5 ... 2.21e+5 2.21e+5 │ 2.21e+5 2.21e+5 ... 2.21e+5 2.21e+5 ││
- ││axis 2│ 2.22e+5 2.22e+5 ... 2.22e+5 2.22e+5 │ 2.22e+5 2.22e+5 ... 2.22e+5 2.22e+5 │ │ 2.22e+5 2.22e+5 ... 2.22e+5 2.22e+5 │ 2.22e+5 2.22e+5 ... 2.22e+5 2.22e+5 ││
- ││ │ ... ... ... ... ... │ ... ... ... ... ... │ │ ... ... ... ... ... │ ... ... ... ... ... ││
- ││ │ 2.26e+5 2.26e+5 ... 2.26e+5 2.26e+5 │ 2.26e+5 2.26e+5 ... 2.26e+5 2.26e+5 │ │ 2.26e+5 2.26e+5 ... 2.26e+5 2.26e+5 │ 2.26e+5 2.26e+5 ... 2.26e+5 2.26e+5 ││
- ││ │ 2.26e+5 2.26e+5 ... 2.26e+5 2.26e+5 │ 2.26e+5 2.26e+5 ... 2.26e+5 2.26e+5 │ │ 2.26e+5 2.26e+5 ... 2.26e+5 2.26e+5 │ 2.26e+5 2.26e+5 ... 2.26e+5 2.26e+5 ││
- │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼──────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
- ││1 @ 1 │ 2.27e+5 2.27e+5 ... 2.27e+5 2.27e+5 │ 2.27e+5 2.27e+5 ... 2.27e+5 2.27e+5 │ ... │ 2.27e+5 2.27e+5 ... 2.27e+5 2.27e+5 │ 2.27e+5 2.27e+5 ... 2.27e+5 2.27e+5 ││
- ││axis 2│ 2.27e+5 2.27e+5 ... 2.27e+5 2.27e+5 │ 2.27e+5 2.27e+5 ... 2.27e+5 2.27e+5 │ │ 2.27e+5 2.27e+5 ... 2.27e+5 2.27e+5 │ 2.27e+5 2.27e+5 ... 2.27e+5 2.27e+5 ││
- ││ │ ... ... ... ... ... │ ... ... ... ... ... │ │ ... ... ... ... ... │ ... ... ... ... ... ││
- ││ │ 2.31e+5 2.31e+5 ... 2.31e+5 2.31e+5 │ 2.31e+5 2.31e+5 ... 2.31e+5 2.31e+5 │ │ 2.31e+5 2.31e+5 ... 2.31e+5 2.31e+5 │ 2.31e+5 2.31e+5 ... 2.31e+5 2.31e+5 ││
- ││ │ 2.32e+5 2.32e+5 ... 2.32e+5 2.32e+5 │ 2.32e+5 2.32e+5 ... 2.32e+5 2.32e+5 │ │ 2.32e+5 2.32e+5 ... 2.32e+5 2.32e+5 │ 2.32e+5 2.32e+5 ... 2.32e+5 2.32e+5 ││
- │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼──────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
- ││~~~~~ │ ... │ ... │ ... │ ... │ ... ││
- ││axis 2│ │ │ │ │ ││
- │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼──────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
- ││8 @ 1 │ 2.66e+5 2.66e+5 ... 2.66e+5 2.66e+5 │ 2.66e+5 2.66e+5 ... 2.66e+5 2.66e+5 │ ... │ 2.66e+5 2.66e+5 ... 2.66e+5 2.66e+5 │ 2.66e+5 2.66e+5 ... 2.66e+5 2.66e+5 ││
- ││axis 2│ 2.66e+5 2.66e+5 ... 2.66e+5 2.66e+5 │ 2.66e+5 2.66e+5 ... 2.66e+5 2.66e+5 │ │ 2.66e+5 2.66e+5 ... 2.66e+5 2.66e+5 │ 2.66e+5 2.66e+5 ... 2.66e+5 2.66e+5 ││
- ││ │ ... ... ... ... ... │ ... ... ... ... ... │ │ ... ... ... ... ... │ ... ... ... ... ... ││
- ││ │ 2.70e+5 2.70e+5 ... 2.70e+5 2.70e+5 │ 2.70e+5 2.70e+5 ... 2.70e+5 2.70e+5 │ │ 2.70e+5 2.70e+5 ... 2.70e+5 2.70e+5 │ 2.70e+5 2.70e+5 ... 2.70e+5 2.70e+5 ││
- ││ │ 2.71e+5 2.71e+5 ... 2.71e+5 2.71e+5 │ 2.71e+5 2.71e+5 ... 2.71e+5 2.71e+5 │ │ 2.71e+5 2.71e+5 ... 2.71e+5 2.71e+5 │ 2.71e+5 2.71e+5 ... 2.71e+5 2.71e+5 ││
- │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼──────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
- ││9 @ 1 │ 2.71e+5 2.71e+5 ... 2.71e+5 2.71e+5 │ 2.71e+5 2.71e+5 ... 2.71e+5 2.71e+5 │ ... │ 2.71e+5 2.71e+5 ... 2.71e+5 2.71e+5 │ 2.71e+5 2.71e+5 ... 2.71e+5 2.71e+5 ││
- ││axis 2│ 2.72e+5 2.72e+5 ... 2.72e+5 2.72e+5 │ 2.72e+5 2.72e+5 ... 2.72e+5 2.72e+5 │ │ 2.72e+5 2.72e+5 ... 2.72e+5 2.72e+5 │ 2.72e+5 2.72e+5 ... 2.72e+5 2.72e+5 ││
- ││ │ ... ... ... ... ... │ ... ... ... ... ... │ │ ... ... ... ... ... │ ... ... ... ... ... ││
- ││ │ 2.76e+5 2.76e+5 ... 2.76e+5 2.76e+5 │ 2.76e+5 2.76e+5 ... 2.76e+5 2.76e+5 │ │ 2.76e+5 2.76e+5 ... 2.76e+5 2.76e+5 │ 2.76e+5 2.76e+5 ... 2.76e+5 2.76e+5 ││
- ││ │ 2.76e+5 2.76e+5 ... 2.76e+5 2.76e+5 │ 2.76e+5 2.76e+5 ... 2.76e+5 2.76e+5 │ │ 2.76e+5 2.76e+5 ... 2.76e+5 2.76e+5 │ 2.76e+5 2.76e+5 ... 2.76e+5 2.76e+5 ││
- │└──────┴─────────────────────────────────────────┴─────────────────────────────────────────┴──────┴─────────────────────────────────────────┴─────────────────────────────────────────┘│
- ├───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┤
- │┌──────┬─────────────────────────────────────────┬─────────────────────────────────────────┬──────┬─────────────────────────────────────────┬─────────────────────────────────────────┐│
- ││5 @ 0 │0 @ 4 │1 @ 4 │~~~~~ │6 @ 4 │7 @ 4 ││
- ││ │axis 5 │axis 5 │axis 5│axis 5 │axis 5 ││
- │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼──────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
- ││0 @ 1 │ 2.77e+5 2.77e+5 ... 2.77e+5 2.77e+5 │ 2.77e+5 2.77e+5 ... 2.77e+5 2.77e+5 │ ... │ 2.77e+5 2.77e+5 ... 2.77e+5 2.77e+5 │ 2.77e+5 2.77e+5 ... 2.77e+5 2.77e+5 ││
- ││axis 2│ 2.77e+5 2.77e+5 ... 2.77e+5 2.77e+5 │ 2.77e+5 2.77e+5 ... 2.77e+5 2.77e+5 │ │ 2.77e+5 2.77e+5 ... 2.77e+5 2.77e+5 │ 2.77e+5 2.77e+5 ... 2.77e+5 2.77e+5 ││
- ││ │ ... ... ... ... ... │ ... ... ... ... ... │ │ ... ... ... ... ... │ ... ... ... ... ... ││
- ││ │ 2.81e+5 2.81e+5 ... 2.81e+5 2.81e+5 │ 2.81e+5 2.81e+5 ... 2.81e+5 2.81e+5 │ │ 2.81e+5 2.81e+5 ... 2.81e+5 2.81e+5 │ 2.81e+5 2.81e+5 ... 2.81e+5 2.81e+5 ││
- ││ │ 2.82e+5 2.82e+5 ... 2.82e+5 2.82e+5 │ 2.82e+5 2.82e+5 ... 2.82e+5 2.82e+5 │ │ 2.82e+5 2.82e+5 ... 2.82e+5 2.82e+5 │ 2.82e+5 2.82e+5 ... 2.82e+5 2.82e+5 ││
- │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼──────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
- ││1 @ 1 │ 2.82e+5 2.82e+5 ... 2.82e+5 2.82e+5 │ 2.82e+5 2.82e+5 ... 2.82e+5 2.82e+5 │ ... │ 2.82e+5 2.82e+5 ... 2.82e+5 2.82e+5 │ 2.82e+5 2.82e+5 ... 2.82e+5 2.82e+5 ││
- ││axis 2│ 2.83e+5 2.83e+5 ... 2.83e+5 2.83e+5 │ 2.83e+5 2.83e+5 ... 2.83e+5 2.83e+5 │ │ 2.83e+5 2.83e+5 ... 2.83e+5 2.83e+5 │ 2.83e+5 2.83e+5 ... 2.83e+5 2.83e+5 ││
- ││ │ ... ... ... ... ... │ ... ... ... ... ... │ │ ... ... ... ... ... │ ... ... ... ... ... ││
- ││ │ 2.87e+5 2.87e+5 ... 2.87e+5 2.87e+5 │ 2.87e+5 2.87e+5 ... 2.87e+5 2.87e+5 │ │ 2.87e+5 2.87e+5 ... 2.87e+5 2.87e+5 │ 2.87e+5 2.87e+5 ... 2.87e+5 2.87e+5 ││
- ││ │ 2.87e+5 2.87e+5 ... 2.87e+5 2.87e+5 │ 2.87e+5 2.87e+5 ... 2.87e+5 2.87e+5 │ │ 2.87e+5 2.87e+5 ... 2.87e+5 2.87e+5 │ 2.87e+5 2.87e+5 ... 2.87e+5 2.87e+5 ││
- │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼──────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
- ││~~~~~ │ ... │ ... │ ... │ ... │ ... ││
- ││axis 2│ │ │ │ │ ││
- │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼──────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
- ││8 @ 1 │ 3.21e+5 3.21e+5 ... 3.21e+5 3.21e+5 │ 3.21e+5 3.21e+5 ... 3.21e+5 3.21e+5 │ ... │ 3.21e+5 3.21e+5 ... 3.21e+5 3.21e+5 │ 3.21e+5 3.21e+5 ... 3.21e+5 3.21e+5 ││
- ││axis 2│ 3.22e+5 3.22e+5 ... 3.22e+5 3.22e+5 │ 3.22e+5 3.22e+5 ... 3.22e+5 3.22e+5 │ │ 3.22e+5 3.22e+5 ... 3.22e+5 3.22e+5 │ 3.22e+5 3.22e+5 ... 3.22e+5 3.22e+5 ││
- ││ │ ... ... ... ... ... │ ... ... ... ... ... │ │ ... ... ... ... ... │ ... ... ... ... ... ││
- ││ │ 3.26e+5 3.26e+5 ... 3.26e+5 3.26e+5 │ 3.26e+5 3.26e+5 ... 3.26e+5 3.26e+5 │ │ 3.26e+5 3.26e+5 ... 3.26e+5 3.26e+5 │ 3.26e+5 3.26e+5 ... 3.26e+5 3.26e+5 ││
- ││ │ 3.26e+5 3.26e+5 ... 3.26e+5 3.26e+5 │ 3.26e+5 3.26e+5 ... 3.26e+5 3.26e+5 │ │ 3.26e+5 3.26e+5 ... 3.26e+5 3.26e+5 │ 3.26e+5 3.26e+5 ... 3.26e+5 3.26e+5 ││
- │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼──────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
- ││9 @ 1 │ 3.27e+5 3.27e+5 ... 3.27e+5 3.27e+5 │ 3.27e+5 3.27e+5 ... 3.27e+5 3.27e+5 │ ... │ 3.27e+5 3.27e+5 ... 3.27e+5 3.27e+5 │ 3.27e+5 3.27e+5 ... 3.27e+5 3.27e+5 ││
- ││axis 2│ 3.27e+5 3.27e+5 ... 3.27e+5 3.27e+5 │ 3.27e+5 3.27e+5 ... 3.27e+5 3.27e+5 │ │ 3.27e+5 3.27e+5 ... 3.27e+5 3.27e+5 │ 3.27e+5 3.27e+5 ... 3.27e+5 3.27e+5 ││
- ││ │ ... ... ... ... ... │ ... ... ... ... ... │ │ ... ... ... ... ... │ ... ... ... ... ... ││
- ││ │ 3.31e+5 3.31e+5 ... 3.31e+5 3.31e+5 │ 3.31e+5 3.31e+5 ... 3.31e+5 3.31e+5 │ │ 3.31e+5 3.31e+5 ... 3.31e+5 3.31e+5 │ 3.31e+5 3.31e+5 ... 3.31e+5 3.31e+5 ││
- ││ │ 3.32e+5 3.32e+5 ... 3.32e+5 3.32e+5 │ 3.32e+5 3.32e+5 ... 3.32e+5 3.32e+5 │ │ 3.32e+5 3.32e+5 ... 3.32e+5 3.32e+5 │ 3.32e+5 3.32e+5 ... 3.32e+5 3.32e+5 ││
- │└──────┴─────────────────────────────────────────┴─────────────────────────────────────────┴──────┴─────────────────────────────────────────┴─────────────────────────────────────────┘│
- └───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┘
- |}];
+ {| [0]: r6x10x11x7x8x9 shape 0:6|3:7,4:8,5:9->1:10,2:11 <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default hoo;
(* Disable line wrapping for viewing the output. In VSCode: `View: Toggle Word Wrap`. *)
[%expect
File "test/einsum_trivia.ml", line 1, characters 0-0:
/usr/bin/git --no-pager diff --no-index --color=always -u _build/default/test/einsum_trivia.ml _build/.sandbox/7bc84bcb9c587384cc24b6ad5b76a690/default/test/einsum_trivia.ml.corrected
diff --git a/_build/default/test/einsum_trivia.ml b/_build/.sandbox/7bc84bcb9c587384cc24b6ad5b76a690/default/test/einsum_trivia.ml.corrected
index 35a36fa..6446a03 100644
--- a/_build/default/test/einsum_trivia.ml
+++ b/_build/.sandbox/7bc84bcb9c587384cc24b6ad5b76a690/default/test/einsum_trivia.ml.corrected
@@ -28,20 +28,7 @@ let%expect_test "einsum1 permute axes" =
Train.forward_and_forget backend ctx ho;
Tensor.print ~with_code:false ~with_grad:false `Default @@ hey;
[%expect
- {|
- ┌─────────────────────────────────────────────────────────────┐
- │[0]: r2x4x3 shape 0:2|2:3->1:4 │
- │┌──────┬────────────────────────┬───────────────────────────┐│
- ││ │0 @ 0 │1 @ 0 ││
- ││ │axis 2 │axis 2 ││
- │├──────┼────────────────────────┼───────────────────────────┤│
- ││axis 1│ 0.00 1.00 2.00 │ 1.20e+1 1.30e+1 1.40e+1 ││
- ││ │ 3.00 4.00 5.00 │ 1.50e+1 1.60e+1 1.70e+1 ││
- ││ │ 6.00 7.00 8.00 │ 1.80e+1 1.90e+1 2.00e+1 ││
- ││ │ 9.00 1.00e+1 1.10e+1 │ 2.10e+1 2.20e+1 2.30e+1 ││
- │└──────┴────────────────────────┴───────────────────────────┘│
- └─────────────────────────────────────────────────────────────┘
- |}];
+ {| [0]: r2x4x3 shape 0:2|2:3->1:4 <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ ho;
[%expect
{|
@@ -64,106 +51,7 @@ let%expect_test "einsum1 permute axes" =
Train.forward_and_forget backend ctx ho2;
Tensor.print ~with_code:false ~with_grad:false `Default @@ hey2;
[%expect
- {|
- ┌────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┐
- │[2]: r2x3x6x7x4x5 shape 0:2,1:3|4:4,5:5->2:6,3:7 │
- │┌──────┬─────────────────────────────────────────────┬─────────────────────────────────────────────┬─────────────────────────────────────────────┬─────────────────────────────────────────────┐│
- ││0 @ 1 │0 @ 4 │1 @ 4 │2 @ 4 │3 @ 4 ││
- ││ │axis 5 │axis 5 │axis 5 │axis 5 ││
- │├──────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┤│
- ││0 @ 2 │ 0.00 1.00 2.00 3.00 4.00 │ 5.00 6.00 7.00 8.00 9.00 │ 1.00e+1 1.10e+1 1.20e+1 1.30e+1 1.40e+1 │ 1.50e+1 1.60e+1 1.70e+1 1.80e+1 1.90e+1 ││
- ││axis 3│ 2.00e+1 2.10e+1 2.20e+1 2.30e+1 2.40e+1 │ 2.50e+1 2.60e+1 2.70e+1 2.80e+1 2.90e+1 │ 3.00e+1 3.10e+1 3.20e+1 3.30e+1 3.40e+1 │ 3.50e+1 3.60e+1 3.70e+1 3.80e+1 3.90e+1 ││
- ││ │ ... ... ... ... ... │ ... ... ... ... ... │ ... ... ... ... ... │ ... ... ... ... ... ││
- ││ │ 1.00e+2 1.01e+2 1.02e+2 1.03e+2 1.04e+2 │ 1.05e+2 1.06e+2 1.07e+2 1.08e+2 1.09e+2 │ 1.10e+2 1.11e+2 1.12e+2 1.13e+2 1.14e+2 │ 1.15e+2 1.16e+2 1.17e+2 1.18e+2 1.19e+2 ││
- ││ │ 1.20e+2 1.21e+2 1.22e+2 1.23e+2 1.24e+2 │ 1.25e+2 1.26e+2 1.27e+2 1.28e+2 1.29e+2 │ 1.30e+2 1.31e+2 1.32e+2 1.33e+2 1.34e+2 │ 1.35e+2 1.36e+2 1.37e+2 1.38e+2 1.39e+2 ││
- │├──────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┤│
- ││1 @ 2 │ 1.40e+2 1.41e+2 1.42e+2 1.43e+2 1.44e+2 │ 1.45e+2 1.46e+2 1.47e+2 1.48e+2 1.49e+2 │ 1.50e+2 1.51e+2 1.52e+2 1.53e+2 1.54e+2 │ 1.55e+2 1.56e+2 1.57e+2 1.58e+2 1.59e+2 ││
- ││axis 3│ 1.60e+2 1.61e+2 1.62e+2 1.63e+2 1.64e+2 │ 1.65e+2 1.66e+2 1.67e+2 1.68e+2 1.69e+2 │ 1.70e+2 1.71e+2 1.72e+2 1.73e+2 1.74e+2 │ 1.75e+2 1.76e+2 1.77e+2 1.78e+2 1.79e+2 ││
- ││ │ ... ... ... ... ... │ ... ... ... ... ... │ ... ... ... ... ... │ ... ... ... ... ... ││
- ││ │ 2.40e+2 2.41e+2 2.42e+2 2.43e+2 2.44e+2 │ 2.45e+2 2.46e+2 2.47e+2 2.48e+2 2.49e+2 │ 2.50e+2 2.51e+2 2.52e+2 2.53e+2 2.54e+2 │ 2.55e+2 2.56e+2 2.57e+2 2.58e+2 2.59e+2 ││
- ││ │ 2.60e+2 2.61e+2 2.62e+2 2.63e+2 2.64e+2 │ 2.65e+2 2.66e+2 2.67e+2 2.68e+2 2.69e+2 │ 2.70e+2 2.71e+2 2.72e+2 2.73e+2 2.74e+2 │ 2.75e+2 2.76e+2 2.77e+2 2.78e+2 2.79e+2 ││
- │├──────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┤│
- ││~~~~~ │ ... │ ... │ ... │ ... ││
- ││axis 3│ │ │ │ ││
- │├──────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┤│
- ││4 @ 2 │ 5.60e+2 5.61e+2 5.62e+2 5.63e+2 5.64e+2 │ 5.65e+2 5.66e+2 5.67e+2 5.68e+2 5.69e+2 │ 5.70e+2 5.71e+2 5.72e+2 5.73e+2 5.74e+2 │ 5.75e+2 5.76e+2 5.77e+2 5.78e+2 5.79e+2 ││
- ││axis 3│ 5.80e+2 5.81e+2 5.82e+2 5.83e+2 5.84e+2 │ 5.85e+2 5.86e+2 5.87e+2 5.88e+2 5.89e+2 │ 5.90e+2 5.91e+2 5.92e+2 5.93e+2 5.94e+2 │ 5.95e+2 5.96e+2 5.97e+2 5.98e+2 5.99e+2 ││
- ││ │ ... ... ... ... ... │ ... ... ... ... ... │ ... ... ... ... ... │ ... ... ... ... ... ││
- ││ │ 6.60e+2 6.61e+2 6.62e+2 6.63e+2 6.64e+2 │ 6.65e+2 6.66e+2 6.67e+2 6.68e+2 6.69e+2 │ 6.70e+2 6.71e+2 6.72e+2 6.73e+2 6.74e+2 │ 6.75e+2 6.76e+2 6.77e+2 6.78e+2 6.79e+2 ││
- ││ │ 6.80e+2 6.81e+2 6.82e+2 6.83e+2 6.84e+2 │ 6.85e+2 6.86e+2 6.87e+2 6.88e+2 6.89e+2 │ 6.90e+2 6.91e+2 6.92e+2 6.93e+2 6.94e+2 │ 6.95e+2 6.96e+2 6.97e+2 6.98e+2 6.99e+2 ││
- │├──────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┤│
- ││5 @ 2 │ 7.00e+2 7.01e+2 7.02e+2 7.03e+2 7.04e+2 │ 7.05e+2 7.06e+2 7.07e+2 7.08e+2 7.09e+2 │ 7.10e+2 7.11e+2 7.12e+2 7.13e+2 7.14e+2 │ 7.15e+2 7.16e+2 7.17e+2 7.18e+2 7.19e+2 ││
- ││axis 3│ 7.20e+2 7.21e+2 7.22e+2 7.23e+2 7.24e+2 │ 7.25e+2 7.26e+2 7.27e+2 7.28e+2 7.29e+2 │ 7.30e+2 7.31e+2 7.32e+2 7.33e+2 7.34e+2 │ 7.35e+2 7.36e+2 7.37e+2 7.38e+2 7.39e+2 ││
- ││ │ ... ... ... ... ... │ ... ... ... ... ... │ ... ... ... ... ... │ ... ... ... ... ... ││
- ││ │ 8.00e+2 8.01e+2 8.02e+2 8.03e+2 8.04e+2 │ 8.05e+2 8.06e+2 8.07e+2 8.08e+2 8.09e+2 │ 8.10e+2 8.11e+2 8.12e+2 8.13e+2 8.14e+2 │ 8.15e+2 8.16e+2 8.17e+2 8.18e+2 8.19e+2 ││
- ││ │ 8.20e+2 8.21e+2 8.22e+2 8.23e+2 8.24e+2 │ 8.25e+2 8.26e+2 8.27e+2 8.28e+2 8.29e+2 │ 8.30e+2 8.31e+2 8.32e+2 8.33e+2 8.34e+2 │ 8.35e+2 8.36e+2 8.37e+2 8.38e+2 8.39e+2 ││
- │└──────┴─────────────────────────────────────────────┴─────────────────────────────────────────────┴─────────────────────────────────────────────┴─────────────────────────────────────────────┘│
- ├────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┤
- │┌──────┬─────────────────────────────────────────────┬─────────────────────────────────────────────┬─────────────────────────────────────────────┬─────────────────────────────────────────────┐│
- ││1 @ 1 │0 @ 4 │1 @ 4 │2 @ 4 │3 @ 4 ││
- ││ │axis 5 │axis 5 │axis 5 │axis 5 ││
- │├──────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┤│
- ││0 @ 2 │ 8.40e+2 8.41e+2 8.42e+2 8.43e+2 8.44e+2 │ 8.45e+2 8.46e+2 8.47e+2 8.48e+2 8.49e+2 │ 8.50e+2 8.51e+2 8.52e+2 8.53e+2 8.54e+2 │ 8.55e+2 8.56e+2 8.57e+2 8.58e+2 8.59e+2 ││
- ││axis 3│ 8.60e+2 8.61e+2 8.62e+2 8.63e+2 8.64e+2 │ 8.65e+2 8.66e+2 8.67e+2 8.68e+2 8.69e+2 │ 8.70e+2 8.71e+2 8.72e+2 8.73e+2 8.74e+2 │ 8.75e+2 8.76e+2 8.77e+2 8.78e+2 8.79e+2 ││
- ││ │ ... ... ... ... ... │ ... ... ... ... ... │ ... ... ... ... ... │ ... ... ... ... ... ││
- ││ │ 9.40e+2 9.41e+2 9.42e+2 9.43e+2 9.44e+2 │ 9.45e+2 9.46e+2 9.47e+2 9.48e+2 9.49e+2 │ 9.50e+2 9.51e+2 9.52e+2 9.53e+2 9.54e+2 │ 9.55e+2 9.56e+2 9.57e+2 9.58e+2 9.59e+2 ││
- ││ │ 9.60e+2 9.61e+2 9.62e+2 9.63e+2 9.64e+2 │ 9.65e+2 9.66e+2 9.67e+2 9.68e+2 9.69e+2 │ 9.70e+2 9.71e+2 9.72e+2 9.73e+2 9.74e+2 │ 9.75e+2 9.76e+2 9.77e+2 9.78e+2 9.79e+2 ││
- │├──────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┤│
- ││1 @ 2 │ 9.80e+2 9.81e+2 9.82e+2 9.83e+2 9.84e+2 │ 9.85e+2 9.86e+2 9.87e+2 9.88e+2 9.89e+2 │ 9.90e+2 9.91e+2 9.92e+2 9.93e+2 9.94e+2 │ 9.95e+2 9.96e+2 9.97e+2 9.98e+2 9.99e+2 ││
- ││axis 3│ 1.00e+3 1.00e+3 1.00e+3 1.00e+3 1.00e+3 │ 1.00e+3 1.00e+3 1.00e+3 1.00e+3 1.00e+3 │ 1.01e+3 1.01e+3 1.01e+3 1.01e+3 1.01e+3 │ 1.01e+3 1.01e+3 1.01e+3 1.01e+3 1.01e+3 ││
- ││ │ ... ... ... ... ... │ ... ... ... ... ... │ ... ... ... ... ... │ ... ... ... ... ... ││
- ││ │ 1.08e+3 1.08e+3 1.08e+3 1.08e+3 1.08e+3 │ 1.08e+3 1.08e+3 1.08e+3 1.08e+3 1.08e+3 │ 1.09e+3 1.09e+3 1.09e+3 1.09e+3 1.09e+3 │ 1.09e+3 1.09e+3 1.09e+3 1.09e+3 1.09e+3 ││
- ││ │ 1.10e+3 1.10e+3 1.10e+3 1.10e+3 1.10e+3 │ 1.10e+3 1.10e+3 1.10e+3 1.10e+3 1.10e+3 │ 1.11e+3 1.11e+3 1.11e+3 1.11e+3 1.11e+3 │ 1.11e+3 1.11e+3 1.11e+3 1.11e+3 1.11e+3 ││
- │├──────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┤│
- ││~~~~~ │ ... │ ... │ ... │ ... ││
- ││axis 3│ │ │ │ ││
- │├──────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┤│
- ││4 @ 2 │ 1.40e+3 1.40e+3 1.40e+3 1.40e+3 1.40e+3 │ 1.40e+3 1.40e+3 1.40e+3 1.40e+3 1.40e+3 │ 1.41e+3 1.41e+3 1.41e+3 1.41e+3 1.41e+3 │ 1.41e+3 1.41e+3 1.41e+3 1.41e+3 1.41e+3 ││
- ││axis 3│ 1.42e+3 1.42e+3 1.42e+3 1.42e+3 1.42e+3 │ 1.42e+3 1.42e+3 1.42e+3 1.42e+3 1.42e+3 │ 1.43e+3 1.43e+3 1.43e+3 1.43e+3 1.43e+3 │ 1.43e+3 1.43e+3 1.43e+3 1.43e+3 1.43e+3 ││
- ││ │ ... ... ... ... ... │ ... ... ... ... ... │ ... ... ... ... ... │ ... ... ... ... ... ││
- ││ │ 1.50e+3 1.50e+3 1.50e+3 1.50e+3 1.50e+3 │ 1.50e+3 1.50e+3 1.50e+3 1.50e+3 1.50e+3 │ 1.51e+3 1.51e+3 1.51e+3 1.51e+3 1.51e+3 │ 1.51e+3 1.51e+3 1.51e+3 1.51e+3 1.51e+3 ││
- ││ │ 1.52e+3 1.52e+3 1.52e+3 1.52e+3 1.52e+3 │ 1.52e+3 1.52e+3 1.52e+3 1.52e+3 1.52e+3 │ 1.53e+3 1.53e+3 1.53e+3 1.53e+3 1.53e+3 │ 1.53e+3 1.53e+3 1.53e+3 1.53e+3 1.53e+3 ││
- │├──────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┤│
- ││5 @ 2 │ 1.54e+3 1.54e+3 1.54e+3 1.54e+3 1.54e+3 │ 1.54e+3 1.54e+3 1.54e+3 1.54e+3 1.54e+3 │ 1.55e+3 1.55e+3 1.55e+3 1.55e+3 1.55e+3 │ 1.55e+3 1.55e+3 1.55e+3 1.55e+3 1.55e+3 ││
- ││axis 3│ 1.56e+3 1.56e+3 1.56e+3 1.56e+3 1.56e+3 │ 1.56e+3 1.56e+3 1.56e+3 1.56e+3 1.56e+3 │ 1.57e+3 1.57e+3 1.57e+3 1.57e+3 1.57e+3 │ 1.57e+3 1.57e+3 1.57e+3 1.57e+3 1.57e+3 ││
- ││ │ ... ... ... ... ... │ ... ... ... ... ... │ ... ... ... ... ... │ ... ... ... ... ... ││
- ││ │ 1.64e+3 1.64e+3 1.64e+3 1.64e+3 1.64e+3 │ 1.64e+3 1.64e+3 1.64e+3 1.64e+3 1.64e+3 │ 1.65e+3 1.65e+3 1.65e+3 1.65e+3 1.65e+3 │ 1.65e+3 1.65e+3 1.65e+3 1.65e+3 1.65e+3 ││
- ││ │ 1.66e+3 1.66e+3 1.66e+3 1.66e+3 1.66e+3 │ 1.66e+3 1.66e+3 1.66e+3 1.66e+3 1.66e+3 │ 1.67e+3 1.67e+3 1.67e+3 1.67e+3 1.67e+3 │ 1.67e+3 1.67e+3 1.67e+3 1.67e+3 1.67e+3 ││
- │└──────┴─────────────────────────────────────────────┴─────────────────────────────────────────────┴─────────────────────────────────────────────┴─────────────────────────────────────────────┘│
- ├────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┤
- │┌──────┬─────────────────────────────────────────────┬─────────────────────────────────────────────┬─────────────────────────────────────────────┬─────────────────────────────────────────────┐│
- ││2 @ 1 │0 @ 4 │1 @ 4 │2 @ 4 │3 @ 4 ││
- ││ │axis 5 │axis 5 │axis 5 │axis 5 ││
- │├──────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┤│
- ││0 @ 2 │ 1.68e+3 1.68e+3 1.68e+3 1.68e+3 1.68e+3 │ 1.68e+3 1.68e+3 1.68e+3 1.68e+3 1.68e+3 │ 1.69e+3 1.69e+3 1.69e+3 1.69e+3 1.69e+3 │ 1.69e+3 1.69e+3 1.69e+3 1.69e+3 1.69e+3 ││
- ││axis 3│ 1.70e+3 1.70e+3 1.70e+3 1.70e+3 1.70e+3 │ 1.70e+3 1.70e+3 1.70e+3 1.70e+3 1.70e+3 │ 1.71e+3 1.71e+3 1.71e+3 1.71e+3 1.71e+3 │ 1.71e+3 1.71e+3 1.71e+3 1.71e+3 1.71e+3 ││
- ││ │ ... ... ... ... ... │ ... ... ... ... ... │ ... ... ... ... ... │ ... ... ... ... ... ││
- ││ │ 1.78e+3 1.78e+3 1.78e+3 1.78e+3 1.78e+3 │ 1.78e+3 1.78e+3 1.78e+3 1.78e+3 1.78e+3 │ 1.79e+3 1.79e+3 1.79e+3 1.79e+3 1.79e+3 │ 1.79e+3 1.79e+3 1.79e+3 1.79e+3 1.79e+3 ││
- ││ │ 1.80e+3 1.80e+3 1.80e+3 1.80e+3 1.80e+3 │ 1.80e+3 1.80e+3 1.80e+3 1.80e+3 1.80e+3 │ 1.81e+3 1.81e+3 1.81e+3 1.81e+3 1.81e+3 │ 1.81e+3 1.81e+3 1.81e+3 1.81e+3 1.81e+3 ││
- │├──────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┤│
- ││1 @ 2 │ 1.82e+3 1.82e+3 1.82e+3 1.82e+3 1.82e+3 │ 1.82e+3 1.82e+3 1.82e+3 1.82e+3 1.82e+3 │ 1.83e+3 1.83e+3 1.83e+3 1.83e+3 1.83e+3 │ 1.83e+3 1.83e+3 1.83e+3 1.83e+3 1.83e+3 ││
- ││axis 3│ 1.84e+3 1.84e+3 1.84e+3 1.84e+3 1.84e+3 │ 1.84e+3 1.84e+3 1.84e+3 1.84e+3 1.84e+3 │ 1.85e+3 1.85e+3 1.85e+3 1.85e+3 1.85e+3 │ 1.85e+3 1.85e+3 1.85e+3 1.85e+3 1.85e+3 ││
- ││ │ ... ... ... ... ... │ ... ... ... ... ... │ ... ... ... ... ... │ ... ... ... ... ... ││
- ││ │ 1.92e+3 1.92e+3 1.92e+3 1.92e+3 1.92e+3 │ 1.92e+3 1.92e+3 1.92e+3 1.92e+3 1.92e+3 │ 1.93e+3 1.93e+3 1.93e+3 1.93e+3 1.93e+3 │ 1.93e+3 1.93e+3 1.93e+3 1.93e+3 1.93e+3 ││
- ││ │ 1.94e+3 1.94e+3 1.94e+3 1.94e+3 1.94e+3 │ 1.94e+3 1.94e+3 1.94e+3 1.94e+3 1.94e+3 │ 1.95e+3 1.95e+3 1.95e+3 1.95e+3 1.95e+3 │ 1.95e+3 1.95e+3 1.95e+3 1.95e+3 1.95e+3 ││
- │├──────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┤│
- ││~~~~~ │ ... │ ... │ ... │ ... ││
- ││axis 3│ │ │ │ ││
- │├──────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┤│
- ││4 @ 2 │ 2.24e+3 2.24e+3 2.24e+3 2.24e+3 2.24e+3 │ 2.24e+3 2.24e+3 2.24e+3 2.24e+3 2.24e+3 │ 2.25e+3 2.25e+3 2.25e+3 2.25e+3 2.25e+3 │ 2.25e+3 2.25e+3 2.25e+3 2.25e+3 2.25e+3 ││
- ││axis 3│ 2.26e+3 2.26e+3 2.26e+3 2.26e+3 2.26e+3 │ 2.26e+3 2.26e+3 2.26e+3 2.26e+3 2.26e+3 │ 2.27e+3 2.27e+3 2.27e+3 2.27e+3 2.27e+3 │ 2.27e+3 2.27e+3 2.27e+3 2.27e+3 2.27e+3 ││
- ││ │ ... ... ... ... ... │ ... ... ... ... ... │ ... ... ... ... ... │ ... ... ... ... ... ││
- ││ │ 2.34e+3 2.34e+3 2.34e+3 2.34e+3 2.34e+3 │ 2.34e+3 2.34e+3 2.34e+3 2.34e+3 2.34e+3 │ 2.35e+3 2.35e+3 2.35e+3 2.35e+3 2.35e+3 │ 2.35e+3 2.35e+3 2.35e+3 2.35e+3 2.35e+3 ││
- ││ │ 2.36e+3 2.36e+3 2.36e+3 2.36e+3 2.36e+3 │ 2.36e+3 2.36e+3 2.36e+3 2.36e+3 2.36e+3 │ 2.37e+3 2.37e+3 2.37e+3 2.37e+3 2.37e+3 │ 2.37e+3 2.37e+3 2.37e+3 2.37e+3 2.37e+3 ││
- │├──────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┤│
- ││5 @ 2 │ 2.38e+3 2.38e+3 2.38e+3 2.38e+3 2.38e+3 │ 2.38e+3 2.38e+3 2.38e+3 2.38e+3 2.38e+3 │ 2.39e+3 2.39e+3 2.39e+3 2.39e+3 2.39e+3 │ 2.39e+3 2.39e+3 2.39e+3 2.39e+3 2.39e+3 ││
- ││axis 3│ 2.40e+3 2.40e+3 2.40e+3 2.40e+3 2.40e+3 │ 2.40e+3 2.40e+3 2.40e+3 2.40e+3 2.40e+3 │ 2.41e+3 2.41e+3 2.41e+3 2.41e+3 2.41e+3 │ 2.41e+3 2.41e+3 2.41e+3 2.41e+3 2.41e+3 ││
- ││ │ ... ... ... ... ... │ ... ... ... ... ... │ ... ... ... ... ... │ ... ... ... ... ... ││
- ││ │ 2.48e+3 2.48e+3 2.48e+3 2.48e+3 2.48e+3 │ 2.48e+3 2.48e+3 2.48e+3 2.48e+3 2.48e+3 │ 2.49e+3 2.49e+3 2.49e+3 2.49e+3 2.49e+3 │ 2.49e+3 2.49e+3 2.49e+3 2.49e+3 2.49e+3 ││
- ││ │ 2.50e+3 2.50e+3 2.50e+3 2.50e+3 2.50e+3 │ 2.50e+3 2.50e+3 2.50e+3 2.50e+3 2.50e+3 │ 2.51e+3 2.51e+3 2.51e+3 2.51e+3 2.51e+3 │ 2.51e+3 2.51e+3 2.51e+3 2.51e+3 2.51e+3 ││
- │└──────┴─────────────────────────────────────────────┴─────────────────────────────────────────────┴─────────────────────────────────────────────┴─────────────────────────────────────────────┘│
- └────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┘
- |}];
+ {| [2]: r2x3x6x7x4x5 shape 0:2,1:3|4:4,5:5->2:6,3:7 <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ ho2;
[%expect
{|
@@ -292,20 +180,7 @@ let%expect_test "einsum1 sum out axes" =
Train.forward_and_forget backend ctx ho;
Tensor.print ~with_code:false ~with_grad:false `Default @@ hey;
[%expect
- {|
- ┌─────────────────────────────────────────────────────────────┐
- │[0]: r2x4x3 shape 0:2|2:3->1:4 │
- │┌──────┬────────────────────────┬───────────────────────────┐│
- ││ │0 @ 0 │1 @ 0 ││
- ││ │axis 2 │axis 2 ││
- │├──────┼────────────────────────┼───────────────────────────┤│
- ││axis 1│ 0.00 1.00 2.00 │ 1.20e+1 1.30e+1 1.40e+1 ││
- ││ │ 3.00 4.00 5.00 │ 1.50e+1 1.60e+1 1.70e+1 ││
- ││ │ 6.00 7.00 8.00 │ 1.80e+1 1.90e+1 2.00e+1 ││
- ││ │ 9.00 1.00e+1 1.10e+1 │ 2.10e+1 2.20e+1 2.30e+1 ││
- │└──────┴────────────────────────┴───────────────────────────┘│
- └─────────────────────────────────────────────────────────────┘
- |}];
+ {| [0]: r2x4x3 shape 0:2|2:3->1:4 <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ ho;
[%expect
{|
@@ -364,28 +239,10 @@ let%expect_test "einsum outer product" =
Train.forward_and_forget backend ctx c;
Tensor.print ~with_code:false ~with_grad:false `Default @@ a;
[%expect
- {|
- ┌──────────────────┐
- │[0]: r2 shape 0:2 │
- │┌┬────────────┐ │
- │││axis 0 │ │
- │├┼────────────┤ │
- │││ 0.00 1.00 │ │
- │└┴────────────┘ │
- └──────────────────┘
- |}];
+ {| [0]: r2 shape 0:2 <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ b;
[%expect
- {|
- ┌─────────────────────┐
- │[1]: r3 shape 0:3 │
- │┌┬──────────────────┐│
- │││axis 0 ││
- │├┼──────────────────┤│
- │││ 0.00 1.00 2.00 ││
- │└┴──────────────────┘│
- └─────────────────────┘
- |}];
+ {| [1]: r3 shape 0:3 <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ c;
[%expect
{|
@@ -406,37 +263,10 @@ let%expect_test "einsum outer product" =
Train.forward_and_forget backend ctx c;
Tensor.print ~with_code:false ~with_grad:false `Default @@ a;
[%expect
- {|
- ┌─────────────────────────────────────────────────────────────┐
- │[5]: r2x4x3 shape 0:2|2:3->1:4 │
- │┌──────┬────────────────────────┬───────────────────────────┐│
- ││ │0 @ 0 │1 @ 0 ││
- ││ │axis 2 │axis 2 ││
- │├──────┼────────────────────────┼───────────────────────────┤│
- ││axis 1│ 0.00 1.00 2.00 │ 1.20e+1 1.30e+1 1.40e+1 ││
- ││ │ 3.00 4.00 5.00 │ 1.50e+1 1.60e+1 1.70e+1 ││
- ││ │ 6.00 7.00 8.00 │ 1.80e+1 1.90e+1 2.00e+1 ││
- ││ │ 9.00 1.00e+1 1.10e+1 │ 2.10e+1 2.20e+1 2.30e+1 ││
- │└──────┴────────────────────────┴───────────────────────────┘│
- └─────────────────────────────────────────────────────────────┘
- |}];
+ {| [5]: r2x4x3 shape:2|2:3->1:4 <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ b;
[%expect
- {|
- ┌──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┐
- │[6]: r5x7x6 shape 0:5|2:6->1:7 │
- │┌──────┬─────────────────────────────────────────┬─────────────────────────────────────────┬─────────────────────────────────────────┬─────────────────────────────────────────┬─────────────────────────────────────────┐│
- ││ │0 @ 0 │1 @ 0 │2 @ 0 │3 @ 0 │4 @ 0 ││
- ││ │axis 2 │axis 2 │axis 2 │axis 2 │axis 2 ││
- │├──────┼─────────────────────────────────────────┼─────────────────────────────────────────┼─────────────────────────────────────────┼─────────────────────────────────────────┼─────────────────────────────────────────┤│
- ││axis 1│ 0.00 1.00 ... 4.00 5.00 │ 4.20e+1 4.30e+1 ... 4.60e+1 4.70e+1 │ 8.40e+1 8.50e+1 ... 8.80e+1 8.90e+1 │ 1.26e+2 1.27e+2 ... 1.30e+2 1.31e+2 │ 1.68e+2 1.69e+2 ... 1.72e+2 1.73e+2 ││
- ││ │ 6.00 7.00 ... 1.00e+1 1.10e+1 │ 4.80e+1 4.90e+1 ... 5.20e+1 5.30e+1 │ 9.00e+1 9.10e+1 ... 9.40e+1 9.50e+1 │ 1.32e+2 1.33e+2 ... 1.36e+2 1.37e+2 │ 1.74e+2 1.75e+2 ... 1.78e+2 1.79e+2 ││
- ││ │ ... ... ... ... ... │ ... ... ... ... ... │ ... ... ... ... ... │ ... ... ... ... ... │ ... ... ... ... ... ││
- ││ │ 3.00e+1 3.10e+1 ... 3.40e+1 3.50e+1 │ 7.20e+1 7.30e+1 ... 7.60e+1 7.70e+1 │ 1.14e+2 1.15e+2 ... 1.18e+2 1.19e+2 │ 1.56e+2 1.57e+2 ... 1.60e+2 1.61e+2 │ 1.98e+2 1.99e+2 ... 2.02e+2 2.03e+2 ││
- ││ │ 3.60e+1 3.70e+1 ... 4.00e+1 4.10e+1 │ 7.80e+1 7.90e+1 ... 8.20e+1 8.30e+1 │ 1.20e+2 1.21e+2 ... 1.24e+2 1.25e+2 │ 1.62e+2 1.63e+2 ... 1.66e+2 1.67e+2 │ 2.04e+2 2.05e+2 ... 2.08e+2 2.09e+2 ││
- │└──────┴─────────────────────────────────────────┴─────────────────────────────────────────┴─────────────────────────────────────────┴─────────────────────────────────────────┴─────────────────────────────────────────┘│
- └──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┘
- |}];
+ {| [6]: r5x7x6 shape 0:5|2:6->1:7 <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ c;
[%expect
{|
@@ -723,20 +553,7 @@ let%expect_test "einsum1 broadcast or sum out prefix axes" =
let ctx = Train.forward_and_ctx backend ctx ho in
Tensor.print ~with_code:false ~with_grad:false `Default @@ hey;
[%expect
- {|
- ┌─────────────────────────────────────────────────────────────┐
- │[0]: r2x4x3 shape 0:2|2:3->1:4 │
- │┌──────┬────────────────────────┬───────────────────────────┐│
- ││ │0 @ 0 │1 @ 0 ││
- ││ │axis 2 │axis 2 ││
- │├──────┼────────────────────────┼───────────────────────────┤│
- ││axis 1│ 0.00 1.00 2.00 │ 1.20e+1 1.30e+1 1.40e+1 ││
- ││ │ 3.00 4.00 5.00 │ 1.50e+1 1.60e+1 1.70e+1 ││
- ││ │ 6.00 7.00 8.00 │ 1.80e+1 1.90e+1 2.00e+1 ││
- ││ │ 9.00 1.00e+1 1.10e+1 │ 2.10e+1 2.20e+1 2.30e+1 ││
- │└──────┴────────────────────────┴───────────────────────────┘│
- └─────────────────────────────────────────────────────────────┘
- |}];
+ {| [0]: r2x4x3 shape 0:2|2:3->1:4 <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ ho;
[%expect
{|
@@ -776,106 +593,7 @@ let%expect_test "einsum1 broadcast or sum out prefix axes" =
let ctx = Train.forward_and_ctx backend ctx ho3 in
Tensor.print ~with_code:false ~with_grad:false `Default @@ hey2;
[%expect
- {|
- ┌────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┐
- │[3]: r2x3x6x7x4x5 shape 0:2,1:3|4:4,5:5->2:6,3:7 │
- │┌──────┬─────────────────────────────────────────────┬─────────────────────────────────────────────┬─────────────────────────────────────────────┬─────────────────────────────────────────────┐│
- ││0 @ 1 │0 @ 4 │1 @ 4 │2 @ 4 │3 @ 4 ││
- ││ │axis 5 │axis 5 │axis 5 │axis 5 ││
- │├──────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┼─────────────────────────────────────────────┤│
...TRUNCATED BY DUNE...
Tensor.print ~with_code:false ~with_grad:false `Default @@ c;
[%expect
{|
@@ -1188,32 +845,10 @@ let%expect_test "einsum broadcast or sum out prefix axes" =
Train.forward_and_forget backend ctx f;
Tensor.print ~with_code:false ~with_grad:false `Default @@ d;
[%expect
- {|
- ┌─────────────────────────┐
- │[3]: r3x2 shape 1:2->0:3 │
- │┌──────┬────────────┐ │
- ││ │axis 1 │ │
- │├──────┼────────────┤ │
- ││axis 0│ 0.00 1.00 │ │
- ││ │ 2.00 3.00 │ │
- ││ │ 4.00 5.00 │ │
- │└──────┴────────────┘ │
- └─────────────────────────┘
- |}];
+ {| [3]: r3x2 shape 1:2->0:3 <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ e;
[%expect
- {|
- ┌───────────────────────────────────────┐
- │[4]: r3x4 shape 1:4->0:3 │
- │┌──────┬──────────────────────────────┐│
- ││ │axis 1 ││
- │├──────┼──────────────────────────────┤│
- ││axis 0│ 0.00 1.00 2.00 3.00 ││
- ││ │ 4.00 5.00 6.00 7.00 ││
- ││ │ 8.00 9.00 1.00e+1 1.10e+1 ││
- │└──────┴──────────────────────────────┘│
- └───────────────────────────────────────┘
- |}];
+ {| [4]: r3x4 shape 1:4->0:3 <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ f;
[%expect
{|
@@ -1253,20 +888,7 @@ let%expect_test "einsum1 fixed dim axis" =
let ctx = Train.forward_and_ctx backend ctx ho in
Tensor.print ~with_code:false ~with_grad:false `Default @@ hey;
[%expect
- {|
- ┌─────────────────────────────────────────────────────────────┐
- │[0]: r2x4x3 shape 0:2|2:3->1:4 │
- │┌──────┬────────────────────────┬───────────────────────────┐│
- ││ │0 @ 0 │1 @ 0 ││
- ││ │axis 2 │axis 2 ││
- │├──────┼────────────────────────┼───────────────────────────┤│
- ││axis 1│ 0.00 1.00 2.00 │ 1.20e+1 1.30e+1 1.40e+1 ││
- ││ │ 3.00 4.00 5.00 │ 1.50e+1 1.60e+1 1.70e+1 ││
- ││ │ 6.00 7.00 8.00 │ 1.80e+1 1.90e+1 2.00e+1 ││
- ││ │ 9.00 1.00e+1 1.10e+1 │ 2.10e+1 2.20e+1 2.30e+1 ││
- │└──────┴────────────────────────┴───────────────────────────┘│
- └─────────────────────────────────────────────────────────────┘
- |}];
+ {| [0]: r2x4x3 shape 0:2|2:3->1:4 <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ ho;
[%expect
{|
@@ -1284,20 +906,7 @@ let%expect_test "einsum1 fixed dim axis" =
let ctx = Train.forward_and_ctx backend ctx ho2 in
Tensor.print ~with_code:false ~with_grad:false `Default @@ hey;
[%expect
- {|
- ┌─────────────────────────────────────────────────────────────┐
- │[0]: r2x4x3 shape 0:2|2:3->1:4 │
- │┌──────┬────────────────────────┬───────────────────────────┐│
- ││ │0 @ 0 │1 @ 0 ││
- ││ │axis 2 │axis 2 ││
- │├──────┼────────────────────────┼───────────────────────────┤│
- ││axis 1│ 0.00 1.00 2.00 │ 1.20e+1 1.30e+1 1.40e+1 ││
- ││ │ 3.00 4.00 5.00 │ 1.50e+1 1.60e+1 1.70e+1 ││
- ││ │ 6.00 7.00 8.00 │ 1.80e+1 1.90e+1 2.00e+1 ││
- ││ │ 9.00 1.00e+1 1.10e+1 │ 2.10e+1 2.20e+1 2.30e+1 ││
- │└──────┴────────────────────────┴───────────────────────────┘│
- └─────────────────────────────────────────────────────────────┘
- |}];
+ {| [0]: r2x4x3 shape 0:2|2:3->1:4 <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ ho2;
[%expect
{|
@@ -1316,18 +925,7 @@ let%expect_test "einsum1 fixed dim axis" =
let ctx = Train.forward_and_ctx backend ctx ho3 in
Tensor.print ~with_code:false ~with_grad:false `Default @@ hey2;
[%expect
- {|
- ┌─────────────────────────┐
- │[3]: r3x2 shape 1:2->0:3 │
- │┌──────┬────────────┐ │
- ││ │axis 1 │ │
- │├──────┼────────────┤ │
- ││axis 0│ 0.00 1.00 │ │
- ││ │ 2.00 3.00 │ │
- ││ │ 4.00 5.00 │ │
- │└──────┴────────────┘ │
- └─────────────────────────┘
- |}];
+ {| [3]: r3x2 shape 1:2->0:3 <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ ho3;
[%expect
{|
@@ -1379,34 +977,10 @@ let%expect_test "einsum with fixed dim axes" =
Train.forward_and_forget backend ctx c;
Tensor.print ~with_code:false ~with_grad:false `Default @@ a;
[%expect
- {|
- ┌───────────────────────────────────────────────────────────────────────────────────────────────────────────┐
- │[0]: r3x2x4 shape 0:3|2:4->1:2 │
- │┌──────┬────────────────────────┬────────────────────────────────────┬────────────────────────────────────┐│
- ││ │0 @ 0 │1 @ 0 │2 @ 0 ││
- ││ │axis 2 │axis 2 │axis 2 ││
- │├──────┼────────────────────────┼────────────────────────────────────┼────────────────────────────────────┤│
- ││axis 1│ 0.00 1.00 2.00 3.00 │ 8.00 9.00 1.00e+1 1.10e+1 │ 1.60e+1 1.70e+1 1.80e+1 1.90e+1 ││
- ││ │ 4.00 5.00 6.00 7.00 │ 1.20e+1 1.30e+1 1.40e+1 1.50e+1 │ 2.00e+1 2.10e+1 2.20e+1 2.30e+1 ││
- │└──────┴────────────────────────┴────────────────────────────────────┴────────────────────────────────────┘│
- └───────────────────────────────────────────────────────────────────────────────────────────────────────────┘
- |}];
+ {| [0]: r3x2x4 shape 0:3|2:4->1:2 <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ b;
[%expect
- {|
- ┌────────────────────────────────┐
- │[1]: r3x4x1 shape 0:3|2:1->1:4 │
- │┌──────┬──────┬──────┬─────────┐│
- ││ │0 @ 0 │1 @ 0 │2 @ 0 ││
- ││ │axis 2│axis 2│axis 2 ││
- │├──────┼──────┼──────┼─────────┤│
- ││axis 1│ 0.00 │ 4.00 │ 8.00 ││
- ││ │ 1.00 │ 5.00 │ 9.00 ││
- ││ │ 2.00 │ 6.00 │ 1.00e+1 ││
- ││ │ 3.00 │ 7.00 │ 1.10e+1 ││
- │└──────┴──────┴──────┴─────────┘│
- └────────────────────────────────┘
- |}];
+ {| [1]: r3x4x1 shape 0:3|2:1->1:4 <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ c;
[%expect
{|
@@ -1450,175 +1024,175 @@ let%expect_test "outer_sum simulating axis concatenation" =
Tensor.print ~with_code:false ~with_grad:false `Default @@ positions;
[%expect
{|
- ┌────────────────────────────────┐
- │[9]: ;=>+ shape 0:4,1:5,2:6,3:3 │
- │┌──────┬──────────────────┐ │
- ││0 @ 0 │axis 3 │ │
- │├──────┼──────────────────┤ │
- ││0 @ 1 │ 0.00 0.00 0.00 │ │
- ││axis 2│ 0.00 0.00 1.00 │ │
- ││ │ ... ... ... │ │
- ││ │ 0.00 0.00 4.00 │ │
- ││ │ 0.00 0.00 5.00 │ │
- │├──────┼──────────────────┤ │
- ││1 @ 1 │ 0.00 1.00 0.00 │ │
- ││axis 2│ 0.00 1.00 1.00 │ │
- ││ │ ... ... ... │ │
- ││ │ 0.00 1.00 4.00 │ │
- ││ │ 0.00 1.00 5.00 │ │
- │├──────┼──────────────────┤ │
- ││2 @ 1 │ 0.00 2.00 0.00 │ │
- ││axis 2│ 0.00 2.00 1.00 │ │
- ││ │ ... ... ... │ │
- ││ │ 0.00 2.00 4.00 │ │
- ││ │ 0.00 2.00 5.00 │ │
- │├──────┼──────────────────┤ │
- ││3 @ 1 │ 0.00 3.00 0.00 │ │
- ││axis 2│ 0.00 3.00 1.00 │ │
- ││ │ ... ... ... │ │
- ││ │ 0.00 3.00 4.00 │ │
- ││ │ 0.00 3.00 5.00 │ │
- │├──────┼──────────────────┤ │
- ││4 @ 1 │ 0.00 4.00 0.00 │ │
- ││axis 2│ 0.00 4.00 1.00 │ │
- ││ │ ... ... ... │ │
- ││ │ 0.00 4.00 4.00 │ │
- ││ │ 0.00 4.00 5.00 │ │
- │└──────┴──────────────────┘ │
- ├────────────────────────────────┤
- │┌──────┬──────────────────┐ │
- ││1 @ 0 │axis 3 │ │
- │├──────┼──────────────────┤ │
- ││0 @ 1 │ 1.00 0.00 0.00 │ │
- ││axis 2│ 1.00 0.00 1.00 │ │
- ││ │ ... ... ... │ │
- ││ │ 1.00 0.00 4.00 │ │
- ││ │ 1.00 0.00 5.00 │ │
- │├──────┼──────────────────┤ │
- ││1 @ 1 │ 1.00 1.00 0.00 │ │
- ││axis 2│ 1.00 1.00 1.00 │ │
- ││ │ ... ... ... │ │
- ││ │ 1.00 1.00 4.00 │ │
- ││ │ 1.00 1.00 5.00 │ │
- │├──────┼──────────────────┤ │
- ││2 @ 1 │ 1.00 2.00 0.00 │ │
- ││axis 2│ 1.00 2.00 1.00 │ │
- ││ │ ... ... ... │ │
- ││ │ 1.00 2.00 4.00 │ │
- ││ │ 1.00 2.00 5.00 │ │
- │├──────┼──────────────────┤ │
- ││3 @ 1 │ 1.00 3.00 0.00 │ │
- ││axis 2│ 1.00 3.00 1.00 │ │
- ││ │ ... ... ... │ │
- ││ │ 1.00 3.00 4.00 │ │
- ││ │ 1.00 3.00 5.00 │ │
- │├──────┼──────────────────┤ │
- ││4 @ 1 │ 1.00 4.00 0.00 │ │
- ││axis 2│ 1.00 4.00 1.00 │ │
- ││ │ ... ... ... │ │
- ││ │ 1.00 4.00 4.00 │ │
- ││ │ 1.00 4.00 5.00 │ │
- │└──────┴──────────────────┘ │
- ├────────────────────────────────┤
- │┌──────┬──────────────────┐ │
- ││2 @ 0 │axis 3 │ │
- │├──────┼──────────────────┤ │
- ││0 @ 1 │ 2.00 0.00 0.00 │ │
- ││axis 2│ 2.00 0.00 1.00 │ │
- ││ │ ... ... ... │ │
- ││ │ 2.00 0.00 4.00 │ │
- ││ │ 2.00 0.00 5.00 │ │
- │├──────┼──────────────────┤ │
- ││1 @ 1 │ 2.00 1.00 0.00 │ │
- ││axis 2│ 2.00 1.00 1.00 │ │
- ││ │ ... ... ... │ │
- ││ │ 2.00 1.00 4.00 │ │
- ││ │ 2.00 1.00 5.00 │ │
- │├──────┼──────────────────┤ │
- ││2 @ 1 │ 2.00 2.00 0.00 │ │
- ││axis 2│ 2.00 2.00 1.00 │ │
- ││ │ ... ... ... │ │
- ││ │ 2.00 2.00 4.00 │ │
- ││ │ 2.00 2.00 5.00 │ │
- │├──────┼──────────────────┤ │
- ││3 @ 1 │ 2.00 3.00 0.00 │ │
- ││axis 2│ 2.00 3.00 1.00 │ │
- ││ │ ... ... ... │ │
- ││ │ 2.00 3.00 4.00 │ │
- ││ │ 2.00 3.00 5.00 │ │
- │├──────┼──────────────────┤ │
- ││4 @ 1 │ 2.00 4.00 0.00 │ │
- ││axis 2│ 2.00 4.00 1.00 │ │
- ││ │ ... ... ... │ │
- ││ │ 2.00 4.00 4.00 │ │
- ││ │ 2.00 4.00 5.00 │ │
- │└──────┴──────────────────┘ │
- ├────────────────────────────────┤
- │┌──────┬──────────────────┐ │
- ││3 @ 0 │axis 3 │ │
- │├──────┼──────────────────┤ │
- ││0 @ 1 │ 3.00 0.00 0.00 │ │
- ││axis 2│ 3.00 0.00 1.00 │ │
- ││ │ ... ... ... │ │
- ││ │ 3.00 0.00 4.00 │ │
- ││ │ 3.00 0.00 5.00 │ │
- │├──────┼──────────────────┤ │
- ││1 @ 1 │ 3.00 1.00 0.00 │ │
- ││axis 2│ 3.00 1.00 1.00 │ │
- ││ │ ... ... ... │ │
- ││ │ 3.00 1.00 4.00 │ │
- ││ │ 3.00 1.00 5.00 │ │
- │├──────┼──────────────────┤ │
- ││2 @ 1 │ 3.00 2.00 0.00 │ │
- ││axis 2│ 3.00 2.00 1.00 │ │
- ││ │ ... ... ... │ │
- ││ │ 3.00 2.00 4.00 │ │
- ││ │ 3.00 2.00 5.00 │ │
- │├──────┼──────────────────┤ │
- ││3 @ 1 │ 3.00 3.00 0.00 │ │
- ││axis 2│ 3.00 3.00 1.00 │ │
- ││ │ ... ... ... │ │
- ││ │ 3.00 3.00 4.00 │ │
- ││ │ 3.00 3.00 5.00 │ │
- │├──────┼──────────────────┤ │
- ││4 @ 1 │ 3.00 4.00 0.00 │ │
- ││axis 2│ 3.00 4.00 1.00 │ │
- ││ │ ... ... ... │ │
- ││ │ 3.00 4.00 4.00 │ │
- ││ │ 3.00 4.00 5.00 │ │
- │└──────┴──────────────────┘ │
- └────────────────────────────────┘
+ ┌──────────────────────────────────────┐
+ │[9]: ;=>+ shape 0:4,1:5,2:6,3:3 │
+ │┌──────┬─────────────────────────────┐│
+ ││0 @ 0 │axis 3 ││
+ │├──────┼─────────────────────────────┤│
+ ││0 @ 1 │ -8.21e-11 5.58e-42 0.00 ││
+ ││axis 2│ -4.11e-11 1.93e+3 1.00 ││
+ ││ │ ... ... ... ││
+ ││ │ 2.82e+3 3.04e+3 4.00 ││
+ ││ │ -4.11e-11 1.12e-43 5.00 ││
+ │├──────┼─────────────────────────────┤│
+ ││1 @ 1 │ -4.10e-11 1.00 3.16e+3 ││
+ ││axis 2│ 0.00 1.93e+3 3.16e+3 ││
+ ││ │ ... ... ... ││
+ ││ │ 2.82e+3 3.04e+3 3.16e+3 ││
+ ││ │ 0.00 1.00 3.16e+3 ││
+ │├──────┼─────────────────────────────┤│
+ ││2 @ 1 │ 3.33e+3 2.00 3.96e+3 ││
+ ││axis 2│ 3.33e+3 1.93e+3 3.96e+3 ││
+ ││ │ ... ... ... ││
+ ││ │ 6.15e+3 3.04e+3 3.96e+3 ││
+ ││ │ 3.33e+3 2.00 3.96e+3 ││
+ │├──────┼─────────────────────────────┤│
+ ││3 @ 1 │ 4.00e+3 3.00 4.76e+3 ││
+ ││axis 2│ 4.00e+3 1.93e+3 4.76e+3 ││
+ ││ │ ... ... ... ││
+ ││ │ 6.82e+3 3.04e+3 4.76e+3 ││
+ ││ │ 4.00e+3 3.00 4.76e+3 ││
+ │├──────┼─────────────────────────────┤│
+ ││4 @ 1 │ 4.68e+3 4.00 5.56e+3 ││
+ ││axis 2│ 4.68e+3 1.94e+3 5.56e+3 ││
+ ││ │ ... ... ... ││
+ ││ │ 7.50e+3 3.04e+3 5.56e+3 ││
+ ││ │ 4.68e+3 4.00 5.56e+3 ││
+ │└──────┴─────────────────────────────┘│
+ ├──────────────────────────────────────┤
+ │┌──────┬─────────────────────────────┐│
+ ││1 @ 0 │axis 3 ││
+ │├──────┼─────────────────────────────┤│
+ ││0 @ 1 │ 1.00 2.89e+32 2.42e+24 ││
+ ││axis 2│ 1.00 2.89e+32 2.42e+24 ││
+ ││ │ ... ... ... ││
+ ││ │ 2.82e+3 2.89e+32 2.42e+24 ││
+ ││ │ 1.00 2.89e+32 2.42e+24 ││
+ │├──────┼─────────────────────────────┤│
+ ││1 @ 1 │ 1.00 2.89e+32 2.42e+24 ││
+ ││axis 2│ 1.00 2.89e+32 2.42e+24 ││
+ ││ │ ... ... ... ││
+ ││ │ 2.82e+3 2.89e+32 2.42e+24 ││
+ ││ │ 1.00 2.89e+32 2.42e+24 ││
+ │├──────┼─────────────────────────────┤│
+ ││2 @ 1 │ 3.33e+3 2.89e+32 2.42e+24 ││
+ ││axis 2│ 3.33e+3 2.89e+32 2.42e+24 ││
+ ││ │ ... ... ... ││
+ ││ │ 6.15e+3 2.89e+32 2.42e+24 ││
+ ││ │ 3.33e+3 2.89e+32 2.42e+24 ││
+ │├──────┼─────────────────────────────┤│
+ ││3 @ 1 │ 4.00e+3 2.89e+32 2.42e+24 ││
+ ││axis 2│ 4.00e+3 2.89e+32 2.42e+24 ││
+ ││ │ ... ... ... ││
+ ││ │ 6.82e+3 2.89e+32 2.42e+24 ││
+ ││ │ 4.00e+3 2.89e+32 2.42e+24 ││
+ │├──────┼─────────────────────────────┤│
+ ││4 @ 1 │ 4.68e+3 2.89e+32 2.42e+24 ││
+ ││axis 2│ 4.68e+3 2.89e+32 2.42e+24 ││
+ ││ │ ... ... ... ││
+ ││ │ 7.50e+3 2.89e+32 2.42e+24 ││
+ ││ │ 4.68e+3 2.89e+32 2.42e+24 ││
+ │└──────┴─────────────────────────────┘│
+ ├──────────────────────────────────────┤
+ │┌──────┬─────────────────────────────┐│
+ ││2 @ 0 │axis 3 ││
+ │├──────┼─────────────────────────────┤│
+ ││0 @ 1 │ 2.00 8.12e-10 6.64e+22 ││
+ ││axis 2│ 2.00 1.93e+3 6.64e+22 ││
+ ││ │ ... ... ... ││
+ ││ │ 2.82e+3 3.04e+3 6.64e+22 ││
+ ││ │ 2.00 8.12e-10 6.64e+22 ││
+ │├──────┼─────────────────────────────┤│
+ ││1 @ 1 │ 2.00 1.00 6.64e+22 ││
+ ││axis 2│ 2.00 1.93e+3 6.64e+22 ││
+ ││ │ ... ... ... ││
+ ││ │ 2.82e+3 3.04e+3 6.64e+22 ││
+ ││ │ 2.00 1.00 6.64e+22 ││
+ │├──────┼─────────────────────────────┤│
+ ││2 @ 1 │ 3.33e+3 2.00 6.64e+22 ││
+ ││axis 2│ 3.33e+3 1.93e+3 6.64e+22 ││
+ ││ │ ... ... ... ││
+ ││ │ 6.15e+3 3.04e+3 6.64e+22 ││
+ ││ │ 3.33e+3 2.00 6.64e+22 ││
+ │├──────┼─────────────────────────────┤│
+ ││3 @ 1 │ 4.01e+3 3.00 6.64e+22 ││
+ ││axis 2│ 4.01e+3 1.93e+3 6.64e+22 ││
+ ││ │ ... ... ... ││
+ ││ │ 6.83e+3 3.04e+3 6.64e+22 ││
+ ││ │ 4.01e+3 3.00 6.64e+22 ││
+ │├──────┼─────────────────────────────┤│
+ ││4 @ 1 │ 4.68e+3 4.00 6.64e+22 ││
+ ││axis 2│ 4.68e+3 1.94e+3 6.64e+22 ││
+ ││ │ ... ... ... ││
+ ││ │ 7.50e+3 3.04e+3 6.64e+22 ││
+ ││ │ 4.68e+3 4.00 6.64e+22 ││
+ │└──────┴─────────────────────────────┘│
+ ├──────────────────────────────────────┤
+ │┌──────┬─────────────────────────────┐│
+ ││3 @ 0 │axis 3 ││
+ │├──────┼─────────────────────────────┤│
+ ││0 @ 1 │ 3.00 1.72e+22 4.09e-11 ││
+ ││axis 2│ 3.00 1.72e+22 1.00 ││
+ ││ │ ... ... ... ││
+ ││ │ 2.82e+3 1.72e+22 4.00 ││
+ ││ │ 3.00 1.72e+22 5.00 ││
+ │├──────┼─────────────────────────────┤│
+ ││1 @ 1 │ 3.00 1.72e+22 3.16e+3 ││
+ ││axis 2│ 3.00 1.72e+22 3.16e+3 ││
+ ││ │ ... ... ... ││
+ ││ │ 2.82e+3 1.72e+22 3.16e+3 ││
+ ││ │ 3.00 1.72e+22 3.16e+3 ││
+ │├──────┼─────────────────────────────┤│
+ ││2 @ 1 │ 3.33e+3 1.72e+22 3.96e+3 ││
+ ││axis 2│ 3.33e+3 1.72e+22 3.96e+3 ││
+ ││ │ ... ... ... ││
+ ││ │ 6.15e+3 1.72e+22 3.96e+3 ││
+ ││ │ 3.33e+3 1.72e+22 3.96e+3 ││
+ │├──────┼─────────────────────────────┤│
+ ││3 @ 1 │ 4.01e+3 1.72e+22 4.76e+3 ││
+ ││axis 2│ 4.01e+3 1.72e+22 4.76e+3 ││
+ ││ │ ... ... ... ││
+ ││ │ 6.83e+3 1.72e+22 4.76e+3 ││
+ ││ │ 4.01e+3 1.72e+22 4.76e+3 ││
+ │├──────┼─────────────────────────────┤│
+ ││4 @ 1 │ 4.68e+3 1.72e+22 5.56e+3 ││
+ ││axis 2│ 4.68e+3 1.72e+22 5.56e+3 ││
+ ││ │ ... ... ... ││
+ ││ │ 7.50e+3 1.72e+22 5.56e+3 ││
+ ││ │ 4.68e+3 1.72e+22 5.56e+3 ││
+ │└──────┴─────────────────────────────┘│
+ └──────────────────────────────────────┘
|}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ ti;
[%expect
{|
- ┌───────────────────────────┐
- │[1]: =>_ti shape 0:4,1:3 │
- │┌──────┬──────────────────┐│
- ││ │axis 1 ││
- │├──────┼──────────────────┤│
- ││axis 0│ 0.00 0.00 0.00 ││
- ││ │ 1.00 0.00 0.00 ││
- ││ │ 2.00 0.00 0.00 ││
- ││ │ 3.00 0.00 0.00 ││
- │└──────┴──────────────────┘│
- └───────────────────────────┘
+ ┌───────────────────────────────────┐
+ │[1]: =>_ti shape 0:4,1:3 │
+ │┌──────┬──────────────────────────┐│
+ ││ │axis 1 ││
+ │├──────┼──────────────────────────┤│
+ ││axis 0│ 0.00 0.00 0.00 ││
+ ││ │ 1.00 2.89e+32 2.42e+24 ││
+ ││ │ 2.00 8.12e-10 6.64e+22 ││
+ ││ │ 3.00 1.72e+22 4.09e-11 ││
+ │└──────┴──────────────────────────┘│
+ └───────────────────────────────────┘
|}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ tk;
[%expect
{|
- ┌───────────────────────────┐
- │[7]: =>_tk shape 0:6,1:3 │
- │┌──────┬──────────────────┐│
- ││ │axis 1 ││
- │├──────┼──────────────────┤│
- ││axis 0│ 0.00 0.00 0.00 ││
- ││ │ 0.00 0.00 1.00 ││
- ││ │ ... ... ... ││
- ││ │ 0.00 0.00 4.00 ││
- ││ │ 0.00 0.00 5.00 ││
- │└──────┴──────────────────┘│
- └───────────────────────────┘
+ ┌────────────────────────────────────┐
+ │[7]: =>_tk shape 0:6,1:3 │
+ │┌──────┬───────────────────────────┐│
+ ││ │axis 1 ││
+ │├──────┼───────────────────────────┤│
+ ││axis 0│ -4.10e-11 5.58e-42 0.00 ││
+ ││ │ 0.00 1.93e+3 1.00 ││
+ ││ │ ... ... ... ││
+ ││ │ 2.82e+3 3.04e+3 4.00 ││
+ ││ │ 0.00 1.12e-43 5.00 ││
+ │└──────┴───────────────────────────┘│
+ └────────────────────────────────────┘
|}]
let%expect_test "einsum with a leftmost input axis preserved as output axis" =
@@ -1644,54 +1218,10 @@ let%expect_test "einsum with a leftmost input axis preserved as output axis" =
Train.forward_and_forget backend ctx c;
Tensor.print ~with_code:false ~with_grad:false `Default @@ a;
[%expect
- {|
- ┌───────────────────────────────────────────────────────────────────────────────────────────────────────────┐
- │[0]: r3x2x4_a shape 0:3|2:4->1:2 │
- │┌──────┬────────────────────────┬────────────────────────────────────┬────────────────────────────────────┐│
- ││ │0 @ 0 │1 @ 0 │2 @ 0 ││
- ││ │axis 2 │axis 2 │axis 2 ││
- │├──────┼────────────────────────┼────────────────────────────────────┼────────────────────────────────────┤│
- ││axis 1│ 0.00 1.00 2.00 3.00 │ 8.00 9.00 1.00e+1 1.10e+1 │ 1.60e+1 1.70e+1 1.80e+1 1.90e+1 ││
- ││ │ 4.00 5.00 6.00 7.00 │ 1.20e+1 1.30e+1 1.40e+1 1.50e+1 │ 2.00e+1 2.10e+1 2.20e+1 2.30e+1 ││
- │└──────┴────────────────────────┴────────────────────────────────────┴────────────────────────────────────┘│
- └───────────────────────────────────────────────────────────────────────────────────────────────────────────┘
- |}];
+ {| [0]: r3x2x4_a shape 0:3|2:4->1:2 <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ b;
[%expect
- {|
- ┌────────────────────────────────────────────────────────────────┐
- │[1]: r3x4x2x3_b shape 0:3|2:2,3:3->1:4 │
- │┌──────┬───────────────────────────┬───────────────────────────┐│
- ││0 @ 0 │0 @ 2 │1 @ 2 ││
- ││ │axis 3 │axis 3 ││
- │├──────┼───────────────────────────┼───────────────────────────┤│
- ││axis 1│ 0.00 1.00 2.00 │ 3.00 4.00 5.00 ││
- ││ │ 6.00 7.00 8.00 │ 9.00 1.00e+1 1.10e+1 ││
- ││ │ 1.20e+1 1.30e+1 1.40e+1 │ 1.50e+1 1.60e+1 1.70e+1 ││
- ││ │ 1.80e+1 1.90e+1 2.00e+1 │ 2.10e+1 2.20e+1 2.30e+1 ││
- │└──────┴───────────────────────────┴───────────────────────────┘│
- ├────────────────────────────────────────────────────────────────┤
- │┌──────┬───────────────────────────┬───────────────────────────┐│
- ││1 @ 0 │0 @ 2 │1 @ 2 ││
- ││ │axis 3 │axis 3 ││
- │├──────┼───────────────────────────┼───────────────────────────┤│
- ││axis 1│ 2.40e+1 2.50e+1 2.60e+1 │ 2.70e+1 2.80e+1 2.90e+1 ││
- ││ │ 3.00e+1 3.10e+1 3.20e+1 │ 3.30e+1 3.40e+1 3.50e+1 ││
- ││ │ 3.60e+1 3.70e+1 3.80e+1 │ 3.90e+1 4.00e+1 4.10e+1 ││
- ││ │ 4.20e+1 4.30e+1 4.40e+1 │ 4.50e+1 4.60e+1 4.70e+1 ││
- │└──────┴───────────────────────────┴───────────────────────────┘│
- ├────────────────────────────────────────────────────────────────┤
- │┌──────┬───────────────────────────┬───────────────────────────┐│
- ││2 @ 0 │0 @ 2 │1 @ 2 ││
- ││ │axis 3 │axis 3 ││
- │├──────┼───────────────────────────┼───────────────────────────┤│
- ││axis 1│ 4.80e+1 4.90e+1 5.00e+1 │ 5.10e+1 5.20e+1 5.30e+1 ││
- ││ │ 5.40e+1 5.50e+1 5.60e+1 │ 5.70e+1 5.80e+1 5.90e+1 ││
- ││ │ 6.00e+1 6.10e+1 6.20e+1 │ 6.30e+1 6.40e+1 6.50e+1 ││
- ││ │ 6.60e+1 6.70e+1 6.80e+1 │ 6.90e+1 7.00e+1 7.10e+1 ││
- │└──────┴───────────────────────────┴───────────────────────────┘│
- └────────────────────────────────────────────────────────────────┘
- |}];
+ {| [1]: r3x4x2x3_b shape 0:3|2:2,3:3->1:4 <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ c;
[%expect
{|
@@ -1728,34 +1258,10 @@ let%expect_test "einsum permuting two leftmost input axes as output axes" =
Train.forward_and_forget backend ctx c;
Tensor.print ~with_code:false ~with_grad:false `Default @@ a;
[%expect
- {|
- ┌───────────────────────────┐
- │[0]: r2x2_a shape 1:2->0:2 │
- │┌──────┬────────────┐ │
- ││ │axis 1 │ │
- │├──────┼────────────┤ │
- ││axis 0│ 0.00 1.00 │ │
- ││ │ 2.00 3.00 │ │
- │└──────┴────────────┘ │
- └───────────────────────────┘
- |}];
+ {| [0]: r2x2_a shape 1:2->0:2 <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ b;
[%expect
- {|
- ┌───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┐
- │[1]: r2x2x3x4_b shape 1:2,2:3,3:4->0:2 │
- │┌──────┬────────────────────────────────────┬────────────────────────────────────┬────────────────────────────────────┐│
- ││ │0 @ 2 │1 @ 2 │2 @ 2 ││
- ││ │axis 3 │axis 3 │axis 3 ││
- │├──────┼────────────────────────────────────┼────────────────────────────────────┼────────────────────────────────────┤│
- ││0 @ 1 │ 0.00 1.00 2.00 3.00 │ 4.00 5.00 6.00 7.00 │ 8.00 9.00 1.00e+1 1.10e+1 ││
- ││axis 0│ 2.40e+1 2.50e+1 2.60e+1 2.70e+1 │ 2.80e+1 2.90e+1 3.00e+1 3.10e+1 │ 3.20e+1 3.30e+1 3.40e+1 3.50e+1 ││
- │├──────┼────────────────────────────────────┼────────────────────────────────────┼────────────────────────────────────┤│
- ││1 @ 1 │ 1.20e+1 1.30e+1 1.40e+1 1.50e+1 │ 1.60e+1 1.70e+1 1.80e+1 1.90e+1 │ 2.00e+1 2.10e+1 2.20e+1 2.30e+1 ││
- ││axis 0│ 3.60e+1 3.70e+1 3.80e+1 3.90e+1 │ 4.00e+1 4.10e+1 4.20e+1 4.30e+1 │ 4.40e+1 4.50e+1 4.60e+1 4.70e+1 ││
- │└──────┴────────────────────────────────────┴────────────────────────────────────┴────────────────────────────────────┘│
- └───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┘
- |}];
+ {| [1]: r2x2x3x4_b shape 1:2,2:3,3:4->0:2 <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ c;
[%expect
{|
(cd _build/default/test && ./moons_demo_parallel_run.exe)
Welcome to OCANNL! Reading configuration defaults from /src/_build/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
("Set log_level to" 1)
└─{orphaned from #27}
Retrieving commandline, environment, or config file variable ocannl_backend
Found multicore_cc, in the config file
Properties of devices:
(multicore_devices
(device ((device_name CPU) (device_ordinal 0) (num_domains 128))))
@!Retrieving commandline, environment, or config file variable ocannl_prefer_backend_uniformity
Found true, in the config file
Retrieving commandline, environment, or config file variable ocannl_debug_log_to_stream_files
Not found, using default false
Retrieving commandline, environment, or config file variable ocannl_ll_ident_style
Not found, using default heuristic
Retrieving commandline, environment, or config file variable ocannl_cc_backend_optimization_level
Not found, using default 3
Retrieving commandline, environment, or config file variable ocannl_cc_backend_compiler_command
Not found, using default gcc
Retrieving commandline, environment, or config file variable ocannl_cc_backend_verify_codesign
Not found, using default false
Retrieving commandline, environment, or config file variable ocannl_never_capture_stdout
Not found, using default false
Batch=59, step=60, lr=0.200000, batch loss=1.966667, epoch loss=1.966667
Batch=119, step=120, lr=0.199500, batch loss=0.000000, epoch loss=1.966667
Batch=179, step=180, lr=0.199250, batch loss=0.000000, epoch loss=1.966667
Batch=239, step=240, lr=0.199000, batch loss=0.000000, epoch loss=1.966667
Batch=299, step=300, lr=0.199000, batch loss=0.000000, epoch loss=1.966667
Batch=359, step=360, lr=0.198750, batch loss=0.000000, epoch loss=1.966667
Batch=419, step=420, lr=0.198250, batch loss=0.000000, epoch loss=1.966667
Batch=479, step=480, lr=0.198000, batch loss=0.000000, epoch loss=1.966667
Batch=539, step=540, lr=0.198000, batch loss=0.000000, epoch loss=1.966667
Batch=599, step=600, lr=0.197750, batch loss=0.000000, epoch loss=1.966667
Batch=659, step=660, lr=0.197250, batch loss=0.000000, epoch loss=1.966667
Batch=719, step=720, lr=0.197250, batch loss=0.000000, epoch loss=1.966667
Batch=779, step=780, lr=0.196750, batch loss=0.000000, epoch loss=1.966667
Batch=839, step=840, lr=0.196500, batch loss=0.000000, epoch loss=1.966667
Batch=899, step=900, lr=0.196500, batch loss=0.000000, epoch loss=1.966667
Batch=959, step=960, lr=0.196000, batch loss=0.000000, epoch loss=1.966667
Batch=1019, step=1020, lr=0.196000, batch loss=0.000000, epoch loss=1.966667
Batch=1079, step=1080, lr=0.195500, batch loss=0.000000, epoch loss=1.966667
Batch=1139, step=1140, lr=0.195250, batch loss=0.000000, epoch loss=1.966667
Batch=1199, step=1200, lr=0.195000, batch loss=0.000000, epoch loss=1.966667
Epoch=0, step=1200, lr=0.195000, epoch loss=1.966667
Batch=59, step=1260, lr=0.194750, batch loss=0.000000, epoch loss=0.000000
Batch=119, step=1320, lr=0.194750, batch loss=0.000000, epoch loss=0.000000
Batch=179, step=1380, lr=0.194500, batch loss=0.000000, epoch loss=0.000000
Batch=239, step=1440, lr=0.194250, batch loss=0.000000, epoch loss=0.000000
Batch=299, step=1500, lr=0.193750, batch loss=0.000000, epoch loss=0.000000
Batch=359, step=1560, lr=0.193500, batch loss=0.000000, epoch loss=0.000000
Batch=419, step=1620, lr=0.193500, batch loss=0.000000, epoch loss=0.000000
Batch=479, step=1680, lr=0.193250, batch loss=0.000000, epoch loss=0.000000
Batch=539, step=1740, lr=0.192750, batch loss=0.000000, epoch loss=0.000000
Batch=599, step=1800, lr=0.192750, batch loss=0.000000, epoch loss=0.000000
Batch=659, step=1860, lr=0.192500, batch loss=0.000000, epoch loss=0.000000
Batch=719, step=1920, lr=0.192250, batch loss=0.000000, epoch loss=0.000000
Batch=779, step=1980, lr=0.191750, batch loss=0.000000, epoch loss=0.000000
Batch=839, step=2040, lr=0.191750, batch loss=0.000000, epoch loss=0.000000
Batch=899, step=2100, lr=0.191250, batch loss=0.000000, epoch loss=0.000000
Batch=959, step=2160, lr=0.191000, batch loss=0.000000, epoch loss=0.000000
Batch=1019, step=2220, lr=0.190750, batch loss=0.000000, epoch loss=0.000000
Batch=1079, step=2280, lr=0.190500, batch loss=0.000000, epoch loss=0.000000
Batch=1139, step=2340, lr=0.190250, batch loss=0.000000, epoch loss=0.000000
Batch=1199, step=2400, lr=0.190250, batch loss=0.000000, epoch loss=0.000000
Epoch=1, step=2400, lr=0.190250, epoch loss=0.000000
Batch=59, step=2460, lr=0.189750, batch loss=0.000000, epoch loss=0.000000
Batch=119, step=2520, lr=0.189500, batch loss=0.000000, epoch loss=0.000000
Batch=179, step=2580, lr=0.189500, batch loss=0.000000, epoch loss=0.000000
Batch=239, step=2640, lr=0.189250, batch loss=0.000000, epoch loss=0.000000
Batch=299, step=2700, lr=0.188750, batch loss=0.000000, epoch loss=0.000000
Batch=359, step=2760, lr=0.188500, batch loss=0.000000, epoch loss=0.000000
Batch=419, step=2820, lr=0.188250, batch loss=0.000000, epoch loss=0.000000
Batch=479, step=2880, lr=0.188250, batch loss=0.000000, epoch loss=0.000000
Batch=539, step=2940, lr=0.187750, batch loss=0.000000, epoch loss=0.000000
Batch=599, step=3000, lr=0.187500, batch loss=0.000000, epoch loss=0.000000
Batch=659, step=3060, lr=0.187250, batch loss=0.000000, epoch loss=0.000000
Batch=719, step=3120, lr=0.187250, batch loss=0.000000, epoch loss=0.000000
Batch=779, step=3180, lr=0.187000, batch loss=0.000000, epoch loss=0.000000
Batch=839, step=3240, lr=0.186500, batch loss=0.000000, epoch loss=0.000000
Batch=899, step=3300, lr=0.186250, batch loss=0.000000, epoch loss=0.000000
Batch=959, step=3360, lr=0.186000, batch loss=0.000000, epoch loss=0.000000
Batch=1019, step=3420, lr=0.185750, batch loss=0.000000, epoch loss=0.000000
Batch=1079, step=3480, lr=0.185500, batch loss=0.000000, epoch loss=0.000000
Batch=1139, step=3540, lr=0.185250, batch loss=0.000000, epoch loss=0.000000
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Batch=959, step=17760, lr=0.126000, batch loss=0.000000, epoch loss=0.000000
Batch=1019, step=17820, lr=0.126000, batch loss=0.000000, epoch loss=0.000000
Batch=1079, step=17880, lr=0.125750, batch loss=0.000000, epoch loss=0.000000
Batch=1139, step=17940, lr=0.125250, batch loss=0.000000, epoch loss=0.000000
Batch=1199, step=18000, lr=0.125000, batch loss=0.000000, epoch loss=0.000000
Epoch=14, step=18000, lr=0.125000, epoch loss=0.000000
Batch=59, step=18060, lr=0.124750, batch loss=0.000000, epoch loss=0.000000
Batch=119, step=18120, lr=0.124500, batch loss=0.000000, epoch loss=0.000000
Batch=179, step=18180, lr=0.124250, batch loss=0.000000, epoch loss=0.000000
Batch=239, step=18240, lr=0.124000, batch loss=0.000000, epoch loss=0.000000
Batch=299, step=18300, lr=0.123750, batch loss=0.000000, epoch loss=0.000000
Batch=359, step=18360, lr=0.123750, batch loss=0.000000, epoch loss=0.000000
Batch=419, step=18420, lr=0.123500, batch loss=0.000000, epoch loss=0.000000
Batch=479, step=18480, lr=0.123000, batch loss=0.000000, epoch loss=0.000000
Batch=539, step=18540, lr=0.122750, batch loss=0.000000, epoch loss=0.000000
Batch=599, step=18600, lr=0.122500, batch loss=0.000000, epoch loss=0.000000
Batch=659, step=18660, lr=0.122250, batch loss=0.000000, epoch loss=0.000000
Batch=719, step=18720, lr=0.122250, batch loss=0.000000, epoch loss=0.000000
Batch=779, step=18780, lr=0.121750, batch loss=0.000000, epoch loss=0.000000
Batch=839, step=18840, lr=0.121500, batch loss=0.000000, epoch loss=0.000000
Batch=899, step=18900, lr=0.121250, batch loss=0.000000, epoch loss=0.000000
Batch=959, step=18960, lr=0.121250, batch loss=0.000000, epoch loss=0.000000
Batch=1019, step=19020, lr=0.120750, batch loss=0.000000, epoch loss=0.000000
Batch=1079, step=19080, lr=0.120500, batch loss=0.000000, epoch loss=0.000000
Batch=1139, step=19140, lr=0.120250, batch loss=0.000000, epoch loss=0.000000
Batch=1199, step=19200, lr=0.120250, batch loss=0.000000, epoch loss=0.000000
Epoch=15, step=19200, lr=0.120250, epoch loss=0.000000
Batch=59, step=19260, lr=0.119750, batch loss=0.000000, epoch loss=0.000000
Batch=119, step=19320, lr=0.119500, batch loss=0.000000, epoch loss=0.000000
Batch=179, step=19380, lr=0.119250, batch loss=0.000000, epoch loss=0.000000
Batch=239, step=19440, lr=0.119250, batch loss=0.000000, epoch loss=0.000000
Batch=299, step=19500, lr=0.119000, batch loss=0.000000, epoch loss=0.000000
Batch=359, step=19560, lr=0.118500, batch loss=0.000000, epoch loss=0.000000
Batch=419, step=19620, lr=0.118250, batch loss=0.000000, epoch loss=0.000000
Batch=479, step=19680, lr=0.118000, batch loss=0.000000, epoch loss=0.000000
Batch=539, step=19740, lr=0.118000, batch loss=0.000000, epoch loss=0.000000
Batch=599, step=19800, lr=0.117500, batch loss=0.000000, epoch loss=0.000000
Batch=659, step=19860, lr=0.117250, batch loss=0.000000, epoch loss=0.000000
Batch=719, step=19920, lr=0.117250, batch loss=0.000000, epoch loss=0.000000
Batch=779, step=19980, lr=0.117000, batch loss=0.000000, epoch loss=0.000000
Batch=839, step=20040, lr=0.116750, batch loss=0.000000, epoch loss=0.000000
Batch=899, step=20100, lr=0.116250, batch loss=0.000000, epoch loss=0.000000
Batch=959, step=20160, lr=0.116250, batch loss=0.000000, epoch loss=0.000000
Batch=1019, step=20220, lr=0.115750, batch loss=0.000000, epoch loss=0.000000
Batch=1079, step=20280, lr=0.115500, batch loss=0.000000, epoch loss=0.000000
Batch=1139, step=20340, lr=0.115250, batch loss=0.000000, epoch loss=0.000000
Batch=1199, step=20400, lr=0.115000, batch loss=0.000000, epoch loss=0.000000
Epoch=16, step=20400, lr=0.115000, epoch loss=0.000000
Batch=59, step=20460, lr=0.114750, batch loss=0.000000, epoch loss=0.000000
Batch=119, step=20520, lr=0.114500, batch loss=0.000000, epoch loss=0.000000
Batch=179, step=20580, lr=0.114250, batch loss=0.000000, epoch loss=0.000000
Batch=239, step=20640, lr=0.114000, batch loss=0.000000, epoch loss=0.000000
Batch=299, step=20700, lr=0.114000, batch loss=0.000000, epoch loss=0.000000
Batch=359, step=20760, lr=0.113500, batch loss=0.000000, epoch loss=0.000000
Batch=419, step=20820, lr=0.113250, batch loss=0.000000, epoch loss=0.000000
Batch=479, step=20880, lr=0.113000, batch loss=0.000000, epoch loss=0.000000
Batch=539, step=20940, lr=0.112750, batch loss=0.000000, epoch loss=0.000000
Batch=599, step=21000, lr=0.112500, batch loss=0.000000, epoch loss=0.000000
Batch=659, step=21060, lr=0.112250, batch loss=0.000000, epoch loss=0.000000
Batch=719, step=21120, lr=0.112250, batch loss=0.000000, epoch loss=0.000000
Batch=779, step=21180, lr=0.111750, batch loss=0.000000, epoch loss=0.000000
Batch=839, step=21240, lr=0.111500, batch loss=0.000000, epoch loss=0.000000
Batch=899, step=21300, lr=0.111250, batch loss=0.000000, epoch loss=0.000000
Batch=959, step=21360, lr=0.111000, batch loss=0.000000, epoch loss=0.000000
Batch=1019, step=21420, lr=0.110750, batch loss=0.000000, epoch loss=0.000000
Batch=1079, step=21480, lr=0.110500, batch loss=0.000000, epoch loss=0.000000
Batch=1139, step=21540, lr=0.110250, batch loss=0.000000, epoch loss=0.000000
Batch=1199, step=21600, lr=0.110000, batch loss=0.000000, epoch loss=0.000000
Epoch=17, step=21600, lr=0.110000, epoch loss=0.000000
Batch=59, step=21660, lr=0.110000, batch loss=0.000000, epoch loss=0.000000
Batch=119, step=21720, lr=0.109750, batch loss=0.000000, epoch loss=0.000000
Batch=179, step=21780, lr=0.109250, batch loss=0.000000, epoch loss=0.000000
Batch=239, step=21840, lr=0.109000, batch loss=0.000000, epoch loss=0.000000
Batch=299, step=21900, lr=0.108750, batch loss=0.000000, epoch loss=0.000000
Batch=359, step=21960, lr=0.108750, batch loss=0.000000, epoch loss=0.000000
Batch=419, step=22020, lr=0.108250, batch loss=0.000000, epoch loss=0.000000
Batch=479, step=22080, lr=0.108000, batch loss=0.000000, epoch loss=0.000000
Batch=539, step=22140, lr=0.108000, batch loss=0.000000, epoch loss=0.000000
Batch=599, step=22200, lr=0.107500, batch loss=0.000000, epoch loss=0.000000
Batch=659, step=22260, lr=0.107250, batch loss=0.000000, epoch loss=0.000000
Batch=719, step=22320, lr=0.107250, batch loss=0.000000, epoch loss=0.000000
Batch=779, step=22380, lr=0.106750, batch loss=0.000000, epoch loss=0.000000
Batch=839, step=22440, lr=0.106500, batch loss=0.000000, epoch loss=0.000000
Batch=899, step=22500, lr=0.106250, batch loss=0.000000, epoch loss=0.000000
Batch=959, step=22560, lr=0.106250, batch loss=0.000000, epoch loss=0.000000
Batch=1019, step=22620, lr=0.105750, batch loss=0.000000, epoch loss=0.000000
Batch=1079, step=22680, lr=0.105500, batch loss=0.000000, epoch loss=0.000000
Batch=1139, step=22740, lr=0.105500, batch loss=0.000000, epoch loss=0.000000
Batch=1199, step=22800, lr=0.105250, batch loss=0.000000, epoch loss=0.000000
Epoch=18, step=22800, lr=0.105250, epoch loss=0.000000
Batch=59, step=22860, lr=0.105000, batch loss=0.000000, epoch loss=0.000000
Batch=119, step=22920, lr=0.104500, batch loss=0.000000, epoch loss=0.000000
Batch=179, step=22980, lr=0.104500, batch loss=0.000000, epoch loss=0.000000
Batch=239, step=23040, lr=0.104000, batch loss=0.000000, epoch loss=0.000000
Batch=299, step=23100, lr=0.103750, batch loss=0.000000, epoch loss=0.000000
Batch=359, step=23160, lr=0.103750, batch loss=0.000000, epoch loss=0.000000
Batch=419, step=23220, lr=0.103250, batch loss=0.000000, epoch loss=0.000000
Batch=479, step=23280, lr=0.103250, batch loss=0.000000, epoch loss=0.000000
Batch=539, step=23340, lr=0.103000, batch loss=0.000000, epoch loss=0.000000
Batch=599, step=23400, lr=0.102500, batch loss=0.000000, epoch loss=0.000000
Batch=659, step=23460, lr=0.102250, batch loss=0.000000, epoch loss=0.000000
Batch=719, step=23520, lr=0.102000, batch loss=0.000000, epoch loss=0.000000
Batch=779, step=23580, lr=0.102000, batch loss=0.000000, epoch loss=0.000000
Batch=839, step=23640, lr=0.101500, batch loss=0.000000, epoch loss=0.000000
Batch=899, step=23700, lr=0.101500, batch loss=0.000000, epoch loss=0.000000
Batch=959, step=23760, lr=0.101250, batch loss=0.000000, epoch loss=0.000000
Batch=1019, step=23820, lr=0.101000, batch loss=0.000000, epoch loss=0.000000
Batch=1079, step=23880, lr=0.100500, batch loss=0.000000, epoch loss=0.000000
Batch=1139, step=23940, lr=0.100500, batch loss=0.000000, epoch loss=0.000000
Batch=1199, step=24000, lr=0.100250, batch loss=0.000000, epoch loss=0.000000
Epoch=19, step=24000, lr=0.100250, epoch loss=0.000000
Half-moons scatterplot and decision boundary:
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"/usr/bin/env" "bash" "-c" "opam exec -- dune build @install @check @runtest && rm -rf _build" failed with exit status 1
2025-07-05 11:39.33: Job failed: Failed: Build failed