2025-07-07 20:50.35: New job: test ahrefs/ocannl https://github.com/ahrefs/ocannl.git#refs/heads/master (ba1de07907282316b19f0e21d41d42cc5dd5d068) (linux-x86_64:debian-12-5.3+flambda_opam-2.3)
Base: ocaml/opam:debian-12-ocaml-5.3-flambda@sha256:9e475fbf88bdaa617e51defa342ae0f448f17149fa382a1db5fe525aecb6e684
Opam project build
To reproduce locally:
git clone --recursive "https://github.com/ahrefs/ocannl.git" -b "master" && cd "ocannl" && git reset --hard ba1de079
cat > Dockerfile <<'END-OF-DOCKERFILE'
FROM ocaml/opam:debian-12-ocaml-5.3-flambda@sha256:9e475fbf88bdaa617e51defa342ae0f448f17149fa382a1db5fe525aecb6e684
# debian-12-5.3+flambda_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-compiler.5.3.0 ocaml-compiler-libs.v0.17.0 ocaml-config.3 ocaml-syntax-shims.1.0.0 ocaml-variants.5.3.0+options 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
2025-07-07 20:50.35: Using cache hint "ahrefs/ocannl-ocaml/opam:debian-12-ocaml-5.3-flambda@sha256:9e475fbf88bdaa617e51defa342ae0f448f17149fa382a1db5fe525aecb6e684-debian-12-5.3+flambda_opam-2.3-8c50409339bd525fcf671e9582f5e4db"
2025-07-07 20:50.35: Using OBuilder spec:
((from ocaml/opam:debian-12-ocaml-5.3-flambda@sha256:9e475fbf88bdaa617e51defa342ae0f448f17149fa382a1db5fe525aecb6e684)
(comment debian-12-5.3+flambda_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-compiler.5.3.0 ocaml-compiler-libs.v0.17.0 ocaml-config.3 ocaml-syntax-shims.1.0.0 ocaml-variants.5.3.0+options 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"))
)
2025-07-07 20:50.35: Waiting for resource in pool OCluster
2025-07-07 20:50.35: Waiting for workerβ¦
2025-07-07 20:50.35: Got resource from pool OCluster
Building on toxis.caelum.ci.dev
HEAD is now at b520bd3f Support for strided iteration outside of convolutions
HEAD is now at ba1de079 Flesh out row_conjunction case Total_elems vs Total_elems
(from ocaml/opam:debian-12-ocaml-5.3-flambda@sha256:9e475fbf88bdaa617e51defa342ae0f448f17149fa382a1db5fe525aecb6e684)
2025-07-07 20:51.07 ---> saved as "8a80ef1a11f542078d30e4165fc076ff6b28a9cb96bb84889911756c4767847f"
/: (comment debian-12-5.3+flambda_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"))
2025-07-07 20:51.07 ---> saved as "ce8a2d496fdddb1b05ac3bede5c7f10ecf9c91c16d2596508779869b6d8ee467"
/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
2025-07-07 20:51.36 ---> saved as "9ff089c7000e4b343c6a187a768069e4c1e1426959e0239a0fc82137a05169f5"
/src: (run (shell "uname -rs && opam exec -- ocaml -version && opam --version"))
Linux 5.15.0-134-generic
The OCaml toplevel, version 5.3.0
2.3.0
2025-07-07 20:51.36 ---> saved as "c16225f10dee0308dbf3d3d86eeb958c67cc857a221dbafc9f3b245cd416001d"
/src: (workdir /src)
/src: (run (shell "sudo chown opam /src"))
2025-07-07 20:51.36 ---> saved as "b5a006a54db70841c7faba80c34d5c9afa1f1540bbce71bd4b5e05be29d8ad77"
/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..310ef06ca5 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)
2025-07-07 20:52.09 ---> saved as "3a3417bbb53d2c674c9d7e086cee3d71a147f620337c10719fb2ec0898de95a6"
/src: (copy (src neural_nets_lib.opam arrayjit.opam) (dst ./))
2025-07-07 20:52.09 ---> saved as "282b114f666169a871900047c1cdf279e8a166082d35e3242a1284bf6650eee0"
/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)
2025-07-07 20:52.11 ---> saved as "dba9e298945503be998de0c3647d4b447f3b9ff92762a5286603229821b6da2d"
/src: (run (network host)
(shell "echo '(lang dune 3.0)' > './dune-project'"))
2025-07-07 20:52.11 ---> saved as "131d3fdbd6f32faf8cec686b827120de44082c68509ca64657eed3aa13fe064e"
/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-compiler.5.3.0 ocaml-compiler-libs.v0.17.0 ocaml-config.3 ocaml-syntax-shims.1.0.0 ocaml-variants.5.3.0+options 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 amd64 Packages.diff/Index [17.3 kB]
- Get:5 http://deb.debian.org/debian bookworm-updates/main amd64 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 amd64 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 amd64 Packages [272 kB]
- Fetched 393 kB in 0s (1366 kB/s)
- Reading package lists...
<><> Synchronising pinned packages ><><><><><><><><><><><><><><><><><><><><><><>
[arrayjit.dev] synchronised (file:///src)
[neural_nets_lib.dev] synchronised (file:///src)
[NOTE] Package ocaml-variants is already installed (current version is 5.3.0+options).
[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 is already installed (current version is 5.3.0).
[NOTE] Package base-unix is already installed (current version is base).
[NOTE] Package base-threads is already installed (current version is base).
[NOTE] Package base-nnp is already installed (current version is base).
[NOTE] Package base-effects is already installed (current version is base).
[NOTE] Package base-domains is already installed (current version is base).
[NOTE] Package base-bigarray is already installed (current version is base).
The following system packages will first need to be installed:
libcurl4-gnutls-dev libffi-dev pkg-config zlib1g-dev
<><> Handling external dependencies <><><><><><><><><><><><><><><><><><><><><><>
+ /usr/bin/sudo "apt-get" "install" "-qq" "-yy" "libcurl4-gnutls-dev" "libffi-dev" "pkg-config" "zlib1g-dev"
- debconf: delaying package configuration, since apt-utils is not installed
- Selecting previously unselected package libcurl4-gnutls-dev:amd64.
- (Reading database ...
(Reading database ... 5%
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(Reading database ... 95%
(Reading database ... 100%
(Reading database ... 18776 files and directories currently installed.)
- Preparing to unpack .../0-libcurl4-gnutls-dev_7.88.1-10+deb12u12_amd64.deb ...
- Unpacking libcurl4-gnutls-dev:amd64 (7.88.1-10+deb12u12) ...
- Selecting previously unselected package libffi-dev:amd64.
- Preparing to unpack .../1-libffi-dev_3.4.4-1_amd64.deb ...
- Unpacking libffi-dev:amd64 (3.4.4-1) ...
- Selecting previously unselected package libpkgconf3:amd64.
- Preparing to unpack .../2-libpkgconf3_1.8.1-1_amd64.deb ...
- Unpacking libpkgconf3:amd64 (1.8.1-1) ...
- Selecting previously unselected package pkgconf-bin.
- Preparing to unpack .../3-pkgconf-bin_1.8.1-1_amd64.deb ...
- Unpacking pkgconf-bin (1.8.1-1) ...
- Selecting previously unselected package pkgconf:amd64.
- Preparing to unpack .../4-pkgconf_1.8.1-1_amd64.deb ...
- Unpacking pkgconf:amd64 (1.8.1-1) ...
- Selecting previously unselected package pkg-config:amd64.
- Preparing to unpack .../5-pkg-config_1.8.1-1_amd64.deb ...
- Unpacking pkg-config:amd64 (1.8.1-1) ...
- Selecting previously unselected package zlib1g-dev:amd64.
- Preparing to unpack .../6-zlib1g-dev_1%3a1.2.13.dfsg-1_amd64.deb ...
- Unpacking zlib1g-dev:amd64 (1:1.2.13.dfsg-1) ...
- Setting up libcurl4-gnutls-dev:amd64 (7.88.1-10+deb12u12) ...
- Setting up libffi-dev:amd64 (3.4.4-1) ...
- Setting up libpkgconf3:amd64 (1.8.1-1) ...
- Setting up pkgconf-bin (1.8.1-1) ...
- Setting up zlib1g-dev:amd64 (1:1.2.13.dfsg-1) ...
- Setting up pkgconf:amd64 (1.8.1-1) ...
- Setting up pkg-config:amd64 (1.8.1-1) ...
- Processing triggers for libc-bin (2.36-9+deb12u10) ...
2025-07-07 20:52.21 ---> saved as "543158b03c3c16e253efc8d36aa6910ed2bc5fb63fe2637a5962e8f9ffa68604"
/src: (run (cache (opam-archives (target /home/opam/.opam/download-cache)))
(network host)
(shell "opam install $DEPS"))
[NOTE] Package ocaml-variants is already installed (current version is 5.3.0+options).
[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 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 cppo.1.8.0 (cached)
-> retrieved cmdliner.1.3.0 (cached)
-> installed conf-libcurl.2
-> installed conf-pkg-config.4
-> retrieved csexp.1.5.2 (cached)
-> retrieved csv.2.4 (cached)
-> retrieved ctypes.0.23.0, ctypes-foreign.0.23.0 (cached)
-> installed conf-libffi.2.0.0
-> installed conf-zlib.1
-> retrieved curl.0.10.0 (cached)
-> retrieved fieldslib.v0.17.0 (cached)
-> retrieved fmt.0.10.0 (cached)
-> retrieved integers.0.7.0 (cached)
-> retrieved jane-street-headers.v0.17.0 (cached)
-> retrieved jst-config.v0.17.0 (cached)
-> retrieved logs.0.8.0 (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 ocaml-compiler-libs.v0.17.0 (cached)
-> retrieved ocaml-syntax-shims.1.0.0 (cached)
-> retrieved ocaml-version.4.0.1 (cached)
-> retrieved ocaml_intrinsics_kernel.v0.17.1 (cached)
-> retrieved ocamlbuild.0.16.1 (cached)
-> retrieved ocamlfind.1.9.8 (cached)
-> retrieved parsexp.v0.17.0 (cached)
-> retrieved pprint.20230830 (cached)
-> retrieved 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 dune.3.19.1, dune-configurator.3.19.1 (cached)
-> installed num.1.6
-> 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_string.v0.17.0 (cached)
-> retrieved ppx_sexp_conv.v0.17.1 (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 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 re.1.13.2 (cached)
-> retrieved seq.base (cached)
-> retrieved result.1.5 (cached)
-> retrieved saturn_lockfree.0.5.0 (cached)
-> retrieved sexplib.v0.17.0 (cached)
-> retrieved sexplib0.v0.17.0 (cached)
-> installed cmdliner.1.3.0
-> installed seq.base
-> 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 printbox.0.12
-> 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 result.1.5
-> installed sexplib0.v0.17.0
-> installed stdlib-shims.0.3.0
-> installed thread-local-storage.0.2
-> installed re.1.13.2
-> installed ocaml-syntax-shims.1.0.0
-> installed ocaml-compiler-libs.v0.17.0
-> installed cppo.1.8.0
-> installed integers.0.7.0
-> installed saturn_lockfree.0.5.0
-> installed parsexp.v0.17.0
-> installed dune-configurator.3.19.1
-> installed bigstringaf.0.10.0
-> installed sexplib.v0.17.0
-> installed angstrom.0.16.1
-> installed mdx.2.5.0
-> installed curl.0.10.0
-> installed tyxml.4.6.0
-> installed printbox-html.0.12
-> installed ctypes.0.23.0
-> installed uucp.16.0.0
-> installed ctypes-foreign.0.23.0
-> installed base.v0.17.3
-> installed printbox-text.0.12
-> installed variantslib.v0.17.0
-> installed fieldslib.v0.17.0
-> installed printbox-md.0.12
-> installed stdio.v0.17.0
-> installed printbox-ext-plot.0.12
-> installed ppxlib.0.36.0
-> 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_enumerate.v0.17.0
-> installed ppx_globalize.v0.17.2
-> 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)
2025-07-07 20:53.55 ---> saved as "c68e72a98139d844afde26a9a198ce629dca38b95a289e08d0094fe391614b93"
/src: (copy (src .) (dst /src))
2025-07-07 20:53.55 ---> saved as "c6ae7dc8a041958c260bbd262204759f3178ecd42797a6716e02eb3a6ad45b5e"
/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/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 7098c49..02f1b08 100644
--- a/_build/default/test/einsum/test_conv_syntax.expected
+++ b/_build/default/test/einsum/test_conv_syntax.exe.output
@@ -1,5 +1,5 @@
-Welcome to OCANNL! Reading configuration defaults from /Users/lukstafi/ocannl/_build/default/test/einsum/ocannl_config.
+Welcome to OCANNL! Reading configuration defaults from /src/_build/default/test/einsum/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
Testing conv syntax parsing...
File "test/test_print_style.expected", line 1, characters 0-0:
/usr/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:
(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/eec3e28b03e5c04f15f088c8e025808b/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/eec3e28b03e5c04f15f088c8e025808b/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
(cd _build/.sandbox/eec3e28b03e5c04f15f088c8e025808b/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/eec3e28b03e5c04f15f088c8e025808b/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
(cd _build/.sandbox/eec3e28b03e5c04f15f088c8e025808b/default/test && .tutorials.inline-tests/inline-test-runner.exe inline-test-runner tutorials -partition 'Welcome to OCANNL! Reading configuration defaults from /src/_build/.sandbox/f7e1ceec093ff8920ca312f7b02f18ba/default/test/ocannl_config.' -source-tree-root .. -diff-cmd -)
Welcome to OCANNL! Reading configuration defaults from /src/_build/.sandbox/eec3e28b03e5c04f15f088c8e025808b/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
(cd _build/.sandbox/eec3e28b03e5c04f15f088c8e025808b/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/eec3e28b03e5c04f15f088c8e025808b/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 PrintBox_text.Output.Make_out.render in file "src/printbox-text/PrintBox_text.ml" (inlined), line 242, characters 21-46
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" (inlined), lines 325-329, characters 17-42
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" (inlined), lines 325-329, characters 17-42
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" (inlined), lines 325-329, characters 17-42
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" (inlined), lines 325-329, characters 17-42
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.to_chan in file "src/printbox-text/PrintBox_text.ml" (inlined), line 269, characters 39-70
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/eec3e28b03e5c04f15f088c8e025808b/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/eec3e28b03e5c04f15f088c8e025808b/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
(cd _build/.sandbox/eec3e28b03e5c04f15f088c8e025808b/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/eec3e28b03e5c04f15f088c8e025808b/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..d77d744 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
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HERE: test/einsum/einsum_trivia_exec.ml:299:21
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HERE: test/einsum/einsum_trivia_exec.ml:300:21
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HERE: test/einsum/einsum_trivia_exec.ml:323:21
(cd _build/.sandbox/eec3e28b03e5c04f15f088c8e025808b/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/eec3e28b03e5c04f15f088c8e025808b/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
(cd _build/.sandbox/eec3e28b03e5c04f15f088c8e025808b/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/eec3e28b03e5c04f15f088c8e025808b/default/test/ocannl_config.
Retrieving commandline, environment, or config file variable ocannl_log_level
Found 0, in the config file
(cd _build/.sandbox/eec3e28b03e5c04f15f088c8e025808b/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/eec3e28b03e5c04f15f088c8e025808b/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:
ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
-β****************************#***********************************************************************β
-β****************************###***###***#***********************************************************β
-β***************************#********#***#**********************************************************.β
-β********************#*********************##*#*#************************************************....β
-β******************#***#*****##*#*#*#****#*#*#*##**********************************************......β
-β**************#*#**###**#*##**##********#**#****###**#*************************************.........β
-β***********#***##***#**##*****************#*#*##*###*************************************...........β
-β***************#**###******************************##*#********************************.............β
-β*************#*****#******************************#*#***#*#*************************................β
-β*********#***#************************************##*###**#***********************..................β
-β******#***#*#*#******************************************#*#*******************.....................β
-β*****###****#*******************************************#********************.......................β
-β*******#*###***********************************************#*#************..........................β
-β**********##**********************%%*********************#**##**********............................β
-β*****#***#**********************%**%%********************************.............................%.β
-β**####*************************%**%**************************##*#**............................%...%β
-β****#**************************%%**%*************************#*#*..............................%....β
-β*#****##************************%*...%*********************##*..#...........................%...%%..β
-β****#*#***********************.%..%.%........................#..#.............................%.%...β
-β##*##*********************.......%.............................#.##.........................%.%.%%%.β
-β**#####*****************.......%...%%.......................................................%..%.%..β
-β**********************...........%.%.%%.....................#.#.#.#.............................%%..β
-β***##****************............%..%..%........................#.#.........................%...%...β
-β##**#**************................%...%.....................#..###......................%.%%.......β
-β###***************...............%.%.%...........................##............................%....β
-β**##************.................................................#......................%%.%..%.....β
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-β******.....................................%%.%...%%.%.......................%%%....%.%.%...........β
-β*****....................................%.....%.%..%....................%.....%%.%.%...............β
-β***.........................................%%...%.%%%%..%.......%.........%%.%%....................β
-β**................................................%..%.......%..%%%%...%.%..%.%.....................β
-β*..................................................%.%.%............%..%...%........................β
-β..................................................%....%.%......%%...%.%............................β
-β..........................................................%..%......%%%.............................β
+β...................................#................................................................β
+β..........................##..#..###....##..........................................................β
+β.........................#....#.....#...............................................................β
+β.......................#.##.#.......#####...#.#.....................................................β
+β..................#.#.#...#..#.##....#.#.##..#....#.................................................β
+β.............#.#......##.#..#..........###..#....#..................................................β
+β.............##..##.....#....................#.##.###...#...........................................β
+β.............#.##.#.#.#.......................#...##..#.............................................β
+β.........#.#....##..................................##..#...........................................β
+β...........#.#....................................#..##...#.#.......................................β
+β..........##..........................................#...#.#.......................................β
+β.......#...###............................................#.........................................β
+β....#....##..........................%..................#....##.....................................β
+β.........##................................................#..#..............................%......β
+β.....#..#........................%..%......................##.#...................................%.β
+β...##.#..................................................#....................................%...%.β
+β..###...........................%..%%......................###................................%.%...β
+β..#...#.#.......................%%.%%.......................#.##.#............................%.....β
+β..#...#.............................%.........................##..............................%...%.β
+β..##..#............................%%.........................#..##.........................%%..%.%%β
+β#...#..#.........................%.%%%.......................##...#............................%.%..β
+β##...#.............................%%.........................#.#..#................................β
+β...................................%%%%.......................##.#.#........................%%..%.%.β
+β###................................%%..............................#.......................%....%...β
+β..##................................%%%.%....................................................%%..%..β
+β.#.....................................%.......................#.###......................%.%%.%....β
+β.....#................................%...%................................................%...%....β
+β...................................%.....%%......................#..................................β
+β.....................................%%%..%...........................................%..%%..%......β
+β.......................................%%.....%......................................%..%.%.%.......β
+β.........................................%%............................................%..%%.%......β
+β..........................................%.%.....%...............................%.%.%%..%.........β
+β.........................................%%%..%%......................................%.............β
+β...........................................%.%..%..............................%%.%.%.%%.%..........β
+β..............................................%%%%..%.%.......................%%..%.%.%.............β
+β..............................................%..%%%.%%...................%..%%...%.................β
+β...............................................%...%.%.%..%...%.%%..%%.%%...%.......................β
+β......................................................%%.%%%..%.%..%%.%.%.%%........................β
+β.....................................................%...........%%%%......%%.......................β
+β.......................................................%.%%%%.%.......%...%.........................β
ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββLoss:
-ββββββββββ¬βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
-β 3.79e+1β- β
-β β β
-β β β
-β β β
-β β β
-β β β
-β β β
-β β β
-β β β
-β β β
-β β β
-β β β
-β β β
-β β β
-β β β
-β β β
-β β β
-β β β
-βl β β
-βo β β
-βs β β
-βs β β
-β β β
-β β β
-β β β
-β β β
-β β β
-β β β
-β β β
-β β β
-β β - β
-β β β
-β β β
-β β β
-β β β
-β β β
-β β β
-β β β
-β β - - - - β
-β 0.00 β - ---- --- --- ---- ---- ---- ---- -- - ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- β
-ββββββββββΌβββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ€
-β β0.00 7.90e+1β
-β β step β
-ββββββββββ΄βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββLog-loss, for better visibility:
+βββββββ¬βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
+β 0.00β β
+β β β
+β β β
+β β β
+β β β
+β β β
+β β β
+β β β
+β β β
+β β β
+β β β
+β β β
+β β β
+β β β
+β β β
+β β β
+β β β
+β β β
+βl β β
+βo β β
+βs β β
+βs β β
+β β β
+β β β
+β β β
+β β β
+β β β
+β β β
+β β β
+β β β
+β β β
+β β β
+β β β
+β β β
+β β β
+β β β
+β β β
+β β β
+β β β
+β 0.00β---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- β
+βββββββΌβββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ€
+β β0.00 7.90e+1β
+β β step β
+βββββββ΄βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββLog-loss, for better visibility:
βββββββββββ¬βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
-β 3.63 β- β
+β -1.00e+1β β
β β β
β β β
β β β
-β β - β
β β β
β β β
β β β
β β β
-β β - β
-β β - β
-β β - - - β
-β β - - - - β
-β β -- - - - - - - - -- - - - - - -- β
-β β - - - - - - - -- - - -- - - - - β
-β β - - - β
-βl β - - - -- - β
-βo β - - β
-βg β - - - - β
-β β - - - β
-βl β - -- β
-βo β - - - β
-βs β - β
-βs β - β
-β β - β
β β β
β β β
β β β
@@ -124,13 +107,30 @@ Half-moons scatterplot and decision boundary:
β β β
β β β
β β β
+βl β β
+βo β β
+βg β β
β β β
+βl β β
+βo β β
+βs β β
+βs β β
β β β
β β β
β β β
β β β
β β β
-β -1.00e+1β - - - - - - - β
+β β β
+β β β
+β β β
+β β β
+β β β
+β β β
+β β β
+β β β
+β β β
+β β β
+β -1.00e+1β---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- β
βββββββββββΌβββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ€
β β0.00 7.90e+1β
β β step β
(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)
ββ{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 72))))
@!Retrieving commandline, environment, or config file variable ocannl_prefer_backend_uniformity
Found true, in the config file
Retrieving commandline, environment, or config file variable ocannl_debug_log_to_stream_files
Not found, using default false
Retrieving commandline, environment, or config file variable ocannl_ll_ident_style
Not found, using default heuristic
Retrieving commandline, environment, or config file variable ocannl_cc_backend_optimization_level
Not found, using default 3
Retrieving commandline, environment, or config file variable ocannl_cc_backend_compiler_command
Not found, using default gcc
Retrieving commandline, environment, or config file variable ocannl_cc_backend_verify_codesign
Not found, using default false
Retrieving commandline, environment, or config file variable ocannl_never_capture_stdout
Not found, using default false
Batch=59, step=60, lr=0.200000, batch loss=0.000000, epoch loss=0.000000
Batch=119, step=120, lr=0.199750, batch loss=0.000000, epoch loss=0.000000
Batch=179, step=180, lr=0.199500, batch loss=0.000000, epoch loss=0.000000
Batch=239, step=240, lr=0.199250, batch loss=0.000000, epoch loss=0.000000
Batch=299, step=300, lr=0.199000, batch loss=0.000000, epoch loss=0.000000
Batch=359, step=360, lr=0.198750, batch loss=0.000000, epoch loss=0.000000
Batch=419, step=420, lr=0.198500, batch loss=0.000000, epoch loss=0.000000
Batch=479, step=480, lr=0.198250, batch loss=0.000000, epoch loss=0.000000
Batch=539, step=540, lr=0.198000, batch loss=0.000000, epoch loss=0.000000
Batch=599, step=600, lr=0.197750, batch loss=0.000000, epoch loss=0.000000
Batch=659, step=660, lr=0.197500, batch loss=0.000000, epoch loss=0.000000
Batch=719, step=720, lr=0.197250, batch loss=0.000000, epoch loss=0.000000
Batch=779, step=780, lr=0.197000, batch loss=0.000000, epoch loss=0.000000
Batch=839, step=840, lr=0.196750, batch loss=0.000000, epoch loss=0.000000
Batch=899, step=900, lr=0.196500, batch loss=0.000000, epoch loss=0.000000
Batch=959, step=960, lr=0.196250, batch loss=0.000000, epoch loss=0.000000
Batch=1019, step=1020, lr=0.196000, batch loss=0.000000, epoch loss=0.000000
Batch=1079, step=1080, lr=0.195750, batch loss=0.000000, epoch loss=0.000000
Batch=1139, step=1140, lr=0.195500, batch loss=0.000000, epoch loss=0.000000
Batch=1199, step=1200, lr=0.195250, batch loss=0.000000, epoch loss=0.000000
Epoch=0, step=1200, lr=0.195250, epoch loss=0.000000
Batch=59, step=1260, lr=0.195000, batch loss=0.000000, epoch loss=0.000000
Batch=119, step=1320, lr=0.194750, batch loss=0.000000, epoch loss=0.000000
Batch=179, step=1380, lr=0.194500, batch loss=0.000000, epoch loss=0.000000
Batch=239, step=1440, lr=0.194250, batch loss=0.000000, epoch loss=0.000000
Batch=299, step=1500, lr=0.194000, batch loss=0.000000, epoch loss=0.000000
Batch=359, step=1560, lr=0.193750, batch loss=0.000000, epoch loss=0.000000
Batch=419, step=1620, lr=0.193500, batch loss=0.000000, epoch loss=0.000000
Batch=479, step=1680, lr=0.193250, batch loss=0.000000, epoch loss=0.000000
Batch=539, step=1740, lr=0.193000, batch loss=0.000000, epoch loss=0.000000
Batch=599, step=1800, lr=0.192750, batch loss=0.000000, epoch loss=0.000000
Batch=659, step=1860, lr=0.192500, batch loss=0.000000, epoch loss=0.000000
Batch=719, step=1920, lr=0.192250, batch loss=0.000000, epoch loss=0.000000
Batch=779, step=1980, lr=0.192000, batch loss=0.000000, epoch loss=0.000000
Batch=839, step=2040, lr=0.191750, batch loss=0.000000, epoch loss=0.000000
Batch=899, step=2100, lr=0.191500, batch loss=0.000000, epoch loss=0.000000
Batch=959, step=2160, lr=0.191250, batch loss=0.000000, epoch loss=0.000000
Batch=1019, step=2220, lr=0.191000, batch loss=0.000000, epoch loss=0.000000
Batch=1079, step=2280, lr=0.190750, batch loss=0.000000, epoch loss=0.000000
Batch=1139, step=2340, lr=0.190500, batch loss=0.000000, epoch loss=0.000000
Batch=1199, step=2400, lr=0.190250, batch loss=0.000000, epoch loss=0.000000
Epoch=1, step=2400, lr=0.190250, epoch loss=0.000000
Batch=59, step=2460, lr=0.190000, batch loss=0.000000, epoch loss=0.000000
Batch=119, step=2520, lr=0.189750, batch loss=0.000000, epoch loss=0.000000
Batch=179, step=2580, lr=0.189500, batch loss=0.000000, epoch loss=0.000000
Batch=239, step=2640, lr=0.189250, batch loss=0.000000, epoch loss=0.000000
Batch=299, step=2700, lr=0.189000, batch loss=0.000000, epoch loss=0.000000
Batch=359, step=2760, lr=0.188750, batch loss=0.000000, epoch loss=0.000000
Batch=419, step=2820, lr=0.188500, batch loss=0.000000, epoch loss=0.000000
Batch=479, step=2880, lr=0.188250, batch loss=0.000000, epoch loss=0.000000
Batch=539, step=2940, lr=0.188000, batch loss=0.000000, epoch loss=0.000000
Batch=599, step=3000, lr=0.187750, batch loss=0.000000, epoch loss=0.000000
Batch=659, step=3060, lr=0.187500, batch loss=0.000000, epoch loss=0.000000
Batch=719, step=3120, lr=0.187250, batch loss=0.000000, epoch loss=0.000000
Batch=779, step=3180, lr=0.187000, batch loss=0.000000, epoch loss=0.000000
Batch=839, step=3240, lr=0.186750, batch loss=0.000000, epoch loss=0.000000
Batch=899, step=3300, lr=0.186500, batch loss=0.000000, epoch loss=0.000000
Batch=959, step=3360, lr=0.186250, batch loss=0.000000, epoch loss=0.000000
Batch=1019, step=3420, lr=0.186000, batch loss=0.000000, epoch loss=0.000000
Batch=1079, step=3480, lr=0.185750, batch loss=0.000000, epoch loss=0.000000
Batch=1139, step=3540, lr=0.185500, batch loss=0.000000, epoch loss=0.000000
Batch=1199, step=3600, lr=0.185250, batch loss=0.000000, epoch loss=0.000000
Epoch=2, step=3600, lr=0.185250, epoch loss=0.000000
Batch=59, step=3660, lr=0.185000, batch loss=0.000000, epoch loss=0.000000
Batch=119, step=3720, lr=0.184750, batch loss=0.000000, epoch loss=0.000000
Batch=179, step=3780, lr=0.184500, batch loss=0.000000, epoch loss=0.000000
Batch=239, step=3840, lr=0.184250, batch loss=0.000000, epoch loss=0.000000
Batch=299, step=3900, lr=0.184000, batch loss=0.000000, epoch loss=0.000000
Batch=359, step=3960, lr=0.183750, batch loss=0.000000, epoch loss=0.000000
Batch=419, step=4020, lr=0.183500, batch loss=0.000000, epoch loss=0.000000
Batch=479, step=4080, lr=0.183250, batch loss=0.000000, epoch loss=0.000000
Batch=539, step=4140, lr=0.183000, batch loss=0.000000, epoch loss=0.000000
Batch=599, step=4200, lr=0.182750, batch loss=0.000000, epoch loss=0.000000
Batch=659, step=4260, lr=0.182500, batch loss=0.000000, epoch loss=0.000000
Batch=719, step=4320, lr=0.182250, batch loss=0.000000, epoch loss=0.000000
Batch=779, step=4380, lr=0.182000, batch loss=0.000000, epoch loss=0.000000
Batch=839, step=4440, lr=0.181750, batch loss=0.000000, epoch loss=0.000000
Batch=899, step=4500, lr=0.181500, batch loss=0.000000, epoch loss=0.000000
Batch=959, step=4560, lr=0.181250, batch loss=0.000000, epoch loss=0.000000
Batch=1019, step=4620, lr=0.181000, batch loss=0.000000, epoch loss=0.000000
Batch=1079, step=4680, lr=0.180750, batch loss=0.000000, epoch loss=0.000000
Batch=1139, step=4740, lr=0.180500, batch loss=0.000000, epoch loss=0.000000
Batch=1199, step=4800, lr=0.180250, batch loss=0.000000, epoch loss=0.000000
Epoch=3, step=4800, lr=0.180250, epoch loss=0.000000
Batch=59, step=4860, lr=0.180000, batch loss=0.000000, epoch loss=0.000000
Batch=119, step=4920, lr=0.179750, batch loss=0.000000, epoch loss=0.000000
Batch=179, step=4980, lr=0.179500, batch loss=0.000000, epoch loss=0.000000
Batch=239, step=5040, lr=0.179250, batch loss=0.000000, epoch loss=0.000000
Batch=299, step=5100, lr=0.179000, batch loss=0.000000, epoch loss=0.000000
Batch=359, step=5160, lr=0.178750, batch loss=0.000000, epoch loss=0.000000
Batch=419, step=5220, lr=0.178500, batch loss=0.000000, epoch loss=0.000000
Batch=479, step=5280, lr=0.178250, batch loss=0.000000, epoch loss=0.000000
Batch=539, step=5340, lr=0.178000, batch loss=0.000000, epoch loss=0.000000
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Batch=359, step=19560, lr=0.118750, batch loss=0.000000, epoch loss=0.000000
Batch=419, step=19620, lr=0.118500, batch loss=0.000000, epoch loss=0.000000
Batch=479, step=19680, lr=0.118250, batch loss=0.000000, epoch loss=0.000000
Batch=539, step=19740, lr=0.118000, batch loss=0.000000, epoch loss=0.000000
Batch=599, step=19800, lr=0.117750, batch loss=0.000000, epoch loss=0.000000
Batch=659, step=19860, lr=0.117500, batch loss=0.000000, epoch loss=0.000000
Batch=719, step=19920, lr=0.117250, batch loss=0.000000, epoch loss=0.000000
Batch=779, step=19980, lr=0.117000, batch loss=0.000000, epoch loss=0.000000
Batch=839, step=20040, lr=0.116750, batch loss=0.000000, epoch loss=0.000000
Batch=899, step=20100, lr=0.116500, batch loss=0.000000, epoch loss=0.000000
Batch=959, step=20160, lr=0.116250, batch loss=0.000000, epoch loss=0.000000
Batch=1019, step=20220, lr=0.116000, batch loss=0.000000, epoch loss=0.000000
Batch=1079, step=20280, lr=0.115750, batch loss=0.000000, epoch loss=0.000000
Batch=1139, step=20340, lr=0.115500, batch loss=0.000000, epoch loss=0.000000
Batch=1199, step=20400, lr=0.115250, batch loss=0.000000, epoch loss=0.000000
Epoch=16, step=20400, lr=0.115250, epoch loss=0.000000
Batch=59, step=20460, lr=0.115000, batch loss=0.000000, epoch loss=0.000000
Batch=119, step=20520, lr=0.114750, batch loss=0.000000, epoch loss=0.000000
Batch=179, step=20580, lr=0.114500, batch loss=0.000000, epoch loss=0.000000
Batch=239, step=20640, lr=0.114250, batch loss=0.000000, epoch loss=0.000000
Batch=299, step=20700, lr=0.114000, batch loss=0.000000, epoch loss=0.000000
Batch=359, step=20760, lr=0.113750, batch loss=0.000000, epoch loss=0.000000
Batch=419, step=20820, lr=0.113500, batch loss=0.000000, epoch loss=0.000000
Batch=479, step=20880, lr=0.113250, batch loss=0.000000, epoch loss=0.000000
Batch=539, step=20940, lr=0.113000, batch loss=0.000000, epoch loss=0.000000
Batch=599, step=21000, lr=0.112750, batch loss=0.000000, epoch loss=0.000000
Batch=659, step=21060, lr=0.112500, batch loss=0.000000, epoch loss=0.000000
Batch=719, step=21120, lr=0.112250, batch loss=0.000000, epoch loss=0.000000
Batch=779, step=21180, lr=0.112000, batch loss=0.000000, epoch loss=0.000000
Batch=839, step=21240, lr=0.111750, batch loss=0.000000, epoch loss=0.000000
Batch=899, step=21300, lr=0.111500, batch loss=0.000000, epoch loss=0.000000
Batch=959, step=21360, lr=0.111250, batch loss=0.000000, epoch loss=0.000000
Batch=1019, step=21420, lr=0.111000, batch loss=0.000000, epoch loss=0.000000
Batch=1079, step=21480, lr=0.110750, batch loss=0.000000, epoch loss=0.000000
Batch=1139, step=21540, lr=0.110500, batch loss=0.000000, epoch loss=0.000000
Batch=1199, step=21600, lr=0.110250, batch loss=0.000000, epoch loss=0.000000
Epoch=17, step=21600, lr=0.110250, epoch loss=0.000000
Batch=59, step=21660, lr=0.110000, batch loss=0.000000, epoch loss=0.000000
Batch=119, step=21720, lr=0.109750, batch loss=0.000000, epoch loss=0.000000
Batch=179, step=21780, lr=0.109500, batch loss=0.000000, epoch loss=0.000000
Batch=239, step=21840, lr=0.109250, batch loss=0.000000, epoch loss=0.000000
Batch=299, step=21900, lr=0.109000, batch loss=0.000000, epoch loss=0.000000
Batch=359, step=21960, lr=0.108750, batch loss=0.000000, epoch loss=0.000000
Batch=419, step=22020, lr=0.108500, batch loss=0.000000, epoch loss=0.000000
Batch=479, step=22080, lr=0.108250, batch loss=0.000000, epoch loss=0.000000
Batch=539, step=22140, lr=0.108000, batch loss=0.000000, epoch loss=0.000000
Batch=599, step=22200, lr=0.107750, batch loss=0.000000, epoch loss=0.000000
Batch=659, step=22260, lr=0.107500, batch loss=0.000000, epoch loss=0.000000
Batch=719, step=22320, lr=0.107250, batch loss=0.000000, epoch loss=0.000000
Batch=779, step=22380, lr=0.107000, batch loss=0.000000, epoch loss=0.000000
Batch=839, step=22440, lr=0.106750, batch loss=0.000000, epoch loss=0.000000
Batch=899, step=22500, lr=0.106500, batch loss=0.000000, epoch loss=0.000000
Batch=959, step=22560, lr=0.106250, batch loss=0.000000, epoch loss=0.000000
Batch=1019, step=22620, lr=0.106000, batch loss=0.000000, epoch loss=0.000000
Batch=1079, step=22680, lr=0.105750, batch loss=0.000000, epoch loss=0.000000
Batch=1139, step=22740, lr=0.105500, batch loss=0.000000, epoch loss=0.000000
Batch=1199, step=22800, lr=0.105250, batch loss=0.000000, epoch loss=0.000000
Epoch=18, step=22800, lr=0.105250, epoch loss=0.000000
Batch=59, step=22860, lr=0.105000, batch loss=0.000000, epoch loss=0.000000
Batch=119, step=22920, lr=0.104750, batch loss=0.000000, epoch loss=0.000000
Batch=179, step=22980, lr=0.104500, batch loss=0.000000, epoch loss=0.000000
Batch=239, step=23040, lr=0.104250, batch loss=0.000000, epoch loss=0.000000
Batch=299, step=23100, lr=0.104000, batch loss=0.000000, epoch loss=0.000000
Batch=359, step=23160, lr=0.103750, batch loss=0.000000, epoch loss=0.000000
Batch=419, step=23220, lr=0.103500, batch loss=0.000000, epoch loss=0.000000
Batch=479, step=23280, lr=0.103250, batch loss=0.000000, epoch loss=0.000000
Batch=539, step=23340, lr=0.103000, batch loss=0.000000, epoch loss=0.000000
Batch=599, step=23400, lr=0.102750, batch loss=0.000000, epoch loss=0.000000
Batch=659, step=23460, lr=0.102500, batch loss=0.000000, epoch loss=0.000000
Batch=719, step=23520, lr=0.102250, batch loss=0.000000, epoch loss=0.000000
Batch=779, step=23580, lr=0.102000, batch loss=0.000000, epoch loss=0.000000
Batch=839, step=23640, lr=0.101750, batch loss=0.000000, epoch loss=0.000000
Batch=899, step=23700, lr=0.101500, batch loss=0.000000, epoch loss=0.000000
Batch=959, step=23760, lr=0.101250, batch loss=0.000000, epoch loss=0.000000
Batch=1019, step=23820, lr=0.101000, batch loss=0.000000, epoch loss=0.000000
Batch=1079, step=23880, lr=0.100750, batch loss=0.000000, epoch loss=0.000000
Batch=1139, step=23940, lr=0.100500, batch loss=0.000000, epoch loss=0.000000
Batch=1199, step=24000, lr=0.100250, batch loss=0.000000, epoch loss=0.000000
Epoch=19, step=24000, lr=0.100250, epoch loss=0.000000
Half-moons scatterplot and decision boundary:
ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
β...................................#................................................................β
β.......................#.#################.#........................................................β
β......................##########################....................................................β
β.................#################################..................................................β
β..............######################################................................................β
β.............#########################################..............................................β
β...........################.............#################...........................................β
β..........##############...................###############..........................................β
β........##############..........................###########.........................................β
β.......#############............................##.##########.......................................β
β......###########..................................############.....................................β
β.....###########....................................###########.....................................β
β....##########.....................%.................###########....................................β
β...#########.#...................%%%%.................#########..............................%%%.%%.β
β...##########..................%%%.%%...................########.#...........................%%.%%%.β
β..#######......................%%%%%%%..................##########...........................%%%%%%%β
β.#########....................%%%%%%%%....................########...........................%%%%%%.β
β.########......................%%%%%%%.....................########..........................%%%%%%.β
β#########.....................%%.%%%%%......................########........................%%%%%%%.β
β.#######.......................%%%%%%%%....................#########........................%%%%%%%.β
β########.......................%%%%%%%%.....................########.......................%%%%%%%%.β
β#######.........................%%%%%%%......................#######.......................%%%%%%%%.β
β#######.........................%%%%%%%%......................#######.....................%%%%%%%%..β
β#######.........................%%%%%%%%.....................#######.....................%%%%%%%%%..β
β######............................%%%%%%%%...................#######....................%%%%%%%%%...β
β######...........................%%%%%%%%....................########..................%%%%%%%%%%...β
β######............................%%%%%%%%%..................#######..................%.%%%%%%%%....β
β###.#.............................%.%%%%%%%%%.................#.#.##..................%%.%%%%%%%....β
β....................................%%%%%%%%%.......................................%%%%%%%%%%%.....β
β......................................%%%%%%%.%.....................................%%%%%%%%%%%.....β
β.....................................%%%%%%%%%%%.................................%%%%%%%%%%%%.......β
β......................................%%.%%%%%%%%...............................%%%%%%%%%%%.........β
β........................................%%%%%%%%%%%%........................%..%%%%%%%%%%%%.........β
β........................................%%%%%%%%%%%%%%.%....................%%%%%%%%%%%%%...........β
β..........................................%%%%%%%%%%%%%%%%%..............%%%%%%%%%%%%%%%............β
β............................................%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%...............β
β................................................%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%.%..%..............β
β................................................%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%.%..................β
β..................................................%%%%%%%%%%%%%%%%%%%%%%%%%%%%.%....................β
β.....................................................%%.%..%%%%%%%%%%%%%%%..........................β
ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
(cd _build/.sandbox/eec3e28b03e5c04f15f088c8e025808b/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/eec3e28b03e5c04f15f088c8e025808b/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/eec3e28b03e5c04f15f088c8e025808b/default/test/zero2hero_1of7.ml.corrected
diff --git a/_build/default/test/zero2hero_1of7.ml b/_build/.sandbox/eec3e28b03e5c04f15f088c8e025808b/default/test/zero2hero_1of7.ml.corrected
index 3b7cc00..bcd7053 100644
--- a/_build/default/test/zero2hero_1of7.ml
+++ b/_build/.sandbox/eec3e28b03e5c04f15f088c8e025808b/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 β#2 5. Virt/40
- <void> β<void>
- #14 grad_- Virt/30 β
- <void> β
- #11 *. Virt/152 β #4 *. Virt/152 β
- <void> β <void> β
- #12 grad_*. Virt/30 β #5 grad_*. Virt/30 β
- <void> β <void> β
- #10 3. Virt/40β#7 **. Virt/152 β#3 4. Virt/40β#0 x β
- <void> β<void> β<void> β 5.00 β
- β#8 grad_**. Virt/30β β#1 grad_x Local/30β
- β<void> β β<void> β
- β[0]β #6 2. Virt/40 β β β
- β β <void> β β β
+ #15 +_f_nd
+ 4.84e+28
+ #16 grad_+_f_nd Virt/30
+ <void>
+ #13 - Virt/152 β#2 5. Virt/40
+ <void> β<void>
+ #14 grad_- Virt/30 β
+ <void> β
+ #11 *. Virt/152 β#4 *. Virt/152 β
+ <void> β<void> β
+ #12 grad_*. Virt/30 β#5 grad_*. Virt/30β
+ <void> β<void> β
+ #10 3. Virt/40β#7 **. Virt/152 β#3 4. Virt/40β[0] β
+ <void> β<void> β<void> β β
+ β#8 grad_**. Virt/30β β β
+ β<void> β β β
+ β[0]β #6 2. Virt/40 β β β
+ β β <void> β β β
|}];
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 - β#19 5. Virt/40
- 5.50e+1 β<void>
- #31 grad_- β
- 1.00 β
- #28 *. β #21 *. β
- 7.50e+1 β 2.00e+1 β
- #29 grad_*. β #22 grad_*. β
- 1.00 β -1.00 β
- #27 3. Virt/40β #24 **. β#20 4. Virt/40β#17 x β
- <void> β 2.50e+1 β<void> β 5.00 β
- β #25 grad_**. β β#18 grad_xβ
- β 3.00 β β 2.60e+1 β
- β[17]β#23 2. Virt/40β β β
- β β<void> β β β
- |}];
+ [%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
- {|
- ββββββββββ¬βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
- β 1.00e+2β# β
- β β β
- β β β
- β β β
- β β β
- β β β
- β β β
- β β β
- β β β
- β β β
- β β β
- β β β
- β β β
- β β # β
- β β β
- β β β
- β β β
- β β β
- βf β β
- β( β β
- βx β β
- β) β β
- β β β
- β β # β
- β β β
- β β β
- β β #β
- β β β
- β β β
- β β β
- β β β
- β β # β
- β β β
- β β # β
- β β β
- β β β
- β β # β
- β β # β
- β β β
- β 4.00 β # # β
- ββββββββββΌβββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ€
- β β-5.00 4.00β
- β β x β
- ββββββββββ΄βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
- |}]
+ [%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 β#10 f Host&shared/39
- <not-in-yet> β<not-in-yet>
- #9 grad_+_d Host&stream/41 β#11 grad_f Host&stream/41
- <not-in-yet> β<not-in-yet>
- #4 *._e Host&stream/41 β#6 c Host&shared/39 β
- <not-in-yet> β<not-in-yet> β
- #5 grad_*._e Host&stream/41 β#7 grad_c Host&stream/41β
- <not-in-yet> β<not-in-yet> β
- #0 a Host&shared/39 β#2 b Host&shared/39 β β
- <not-in-yet> β<not-in-yet> β β
- #1 grad_a Host&stream/41β#3 grad_b Host&stream/41β β
- <not-in-yet> β<not-in-yet> β β
- |}];
+ [%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 β#10 f
- 4.00 β -2.00
- #9 grad_+_d β#11 grad_f
- -2.00 β 4.00
- #4 *._e β#6 c β
- -6.00 β 1.00e+1 β
- #5 grad_*._e β#7 grad_cβ
- -2.00 β -2.00 β
- #0 a β#2 b β β
- 2.00 β -3.00 β β
- #1 grad_aβ#3 grad_bβ β
- 6.00 β -4.00 β β
- |}];
+ [%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 β#10 f
- 4.00 β -2.40
- #9 grad_+_d β#11 grad_f
- -2.00 β 4.00
- #4 *._e β#6 c β
- -6.00 β 1.02e+1 β
- #5 grad_*._e β#7 grad_cβ
- -2.00 β -2.00 β
- #0 a β#2 b β β
- 1.40 β -2.60 β β
- #1 grad_aβ#3 grad_bβ β
- 6.00 β -4.00 β β
- |}];
+ [%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 β#10 f
- 6.56 β -2.40
- #9 grad_+_d β#11 grad_f
- -2.40 β 6.56
- #4 *._e β#6 c β
- -3.64 β 1.02e+1 β
- #5 grad_*._e β#7 grad_cβ
- -2.40 β -2.40 β
- #0 a β#2 b β β
- 1.40 β -2.60 β β
- #1 grad_aβ#3 grad_bβ β
- 6.24 β -3.36 β β
- |}]
+ [%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 β#10 f Host-non-const/24
- <not-in-yet> β<not-in-yet>
- #9 grad_+_d unknown β#11 grad_f Material/28
- <not-in-yet> β<not-in-yet>
- #4 *._e unknown β#6 c Host-non-const/24β
- <not-in-yet> β<not-in-yet> β
- #5 grad_*._e unknown β#7 grad_c Material/28 β
- <not-in-yet> β<not-in-yet> β
- #0 a Host-non-const/24β#2 b Host-non-const/24β β
- <not-in-yet> β<not-in-yet> β β
- #1 grad_a Material/28 β#3 grad_b Material/28 β β
- <not-in-yet> β<not-in-yet> β β
+ #12 *._l Host&dev/412
+ <not-in-yet>
+ #13 grad_*._l unknown
+ <not-in-yet>
+ #8 +_d unknown β[10]
+ <not-in-yet> β
+ #9 grad_+_d unknown β
+ <not-in-yet> β
+ #4 *._e unknown β[6]β
+ <not-in-yet> β β
+ #5 grad_*._e unknownβ β
+ <not-in-yet> β β
+ [0]β[2] β β
|}];
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 β#10 f Host&shared/39
- <not-in-yet> β<not-in-yet>
- #9 grad_+_d Virt/40 β#11 grad_f Dev-stream/41
- <not-in-yet> β<not-in-yet>
- #4 *._e Virt/152 β#6 c Host&shared/39 β
- <not-in-yet> β<not-in-yet> β
- #5 grad_*._e Virt/40 β#7 grad_c Dev-stream/41β
- <not-in-yet> β<not-in-yet> β
- #0 a Host&shared/39 β#2 b Host&shared/39 β β
- <not-in-yet> β<not-in-yet> β β
- #1 grad_a Dev-stream/41β#3 grad_b Dev-stream/41β β
- <not-in-yet> β<not-in-yet> β β
- |}];
+ [%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 β#10 f
- <void> β -2.00
- #9 grad_+_d Virt/40 β#11 grad_f Dev-stream/41
- <void> β<void>
- #4 *._e Virt/152 β#6 c β
- <void> β 1.00e+1 β
- #5 grad_*._e Virt/40 β#7 grad_c Dev-stream/41β
- <void> β<void> β
- #0 a β#2 b β β
- 2.00 β -3.00 β β
- #1 grad_a Dev-stream/41β#3 grad_b Dev-stream/41β β
- <void> β<void> β β
- |}];
+ [%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 β#10 f
- <void> β -2.40
- #9 grad_+_d Virt/40 β#11 grad_f Dev-stream/41
- <void> β<void>
- #4 *._e Virt/152 β#6 c β
- <void> β 1.02e+1 β
- #5 grad_*._e Virt/40 β#7 grad_c Dev-stream/41β
- <void> β<void> β
- #0 a β#2 b β β
- 1.40 β -2.60 β β
- #1 grad_a Dev-stream/41β#3 grad_b Dev-stream/41β β
- <void> β<void> β β
- |}];
+ [%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 β#10 f
- <void> β -2.40
- #9 grad_+_d Virt/40 β#11 grad_f Dev-stream/41
- <void> β<void>
- #4 *._e Virt/152 β#6 c β
- <void> β 1.02e+1 β
- #5 grad_*._e Virt/40 β#7 grad_c Dev-stream/41β
- <void> β<void> β
- #0 a β#2 b β β
- 1.40 β -2.60 β β
- #1 grad_a Dev-stream/41β#3 grad_b Dev-stream/41β β
- <void> β<void> β β
- |}]
+ [%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 * β#0 b
- -6.00 β 6.70
- #7 grad_* β#1 grad_b
- 1.00 β 1.00
- #2 w β#4 x β
- -3.00 1.00 β 2.00 0.00 β
- #3 grad_w β#5 grad_x β
- 2.00 0.00 β -3.00 1.00 β
- |}]
+ [%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 β#0 b
- <void> β 6.70
- #7 grad_* Virt/40 β#1 grad_b Local/46
- <void> β<void>
- #2 w β#4 x β
- -3.00 1.00 β 2.00 0.00 β
- #3 grad_w Local/46β#5 grad_x Local/46β
- <void> β<void> β
- |}]
+ [%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/eec3e28b03e5c04f15f088c8e025808b/default/test/moons_demo_parallel.ml.corrected
diff --git a/_build/default/test/moons_demo_parallel.ml b/_build/.sandbox/eec3e28b03e5c04f15f088c8e025808b/default/test/moons_demo_parallel.ml.corrected
index e0e4f52..f8244f5 100644
--- a/_build/default/test/moons_demo_parallel.ml
+++ b/_build/.sandbox/eec3e28b03e5c04f15f088c8e025808b/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 7.08e+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 7.08e+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 \26\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\130 \226\148\130
+ \226\148\130 \226\148\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 8.65e+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/eec3e28b03e5c04f15f088c8e025808b/default/test/micrograd_demo.ml.corrected
diff --git a/_build/default/test/micrograd_demo.ml b/_build/.sandbox/eec3e28b03e5c04f15f088c8e025808b/default/test/micrograd_demo.ml.corrected
index b394efe..4062941 100644
--- a/_build/default/test/micrograd_demo.ml
+++ b/_build/.sandbox/eec3e28b03e5c04f15f088c8e025808b/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
- {|
- ββββββββββββββββββββββ
- β[75]: +_g shape 0:1 β
- βββ¬ββββββββββ β
- βββaxis 0 β β
- βββΌββββββββββ€ β
- βββ 2.47e+1 β β
- βββ΄ββββββββββ β
- ββββββββββββββββββββββ
- |}];
+ [%expect.unreachable];
Tensor.print ~with_code:false ~with_grad:true `Default a;
- [%expect
- {|
- βββββββββββββββββββ
- β[0]: a shape 0:1 β
- βββ¬ββββββββ β
- βββaxis 0 β β
- βββΌββββββββ€ β
- βββ -4.00 β β
- βββ΄ββββββββ β
- βββββββββββββββββββ
- ββββββββββββββββββββββββββ
- β[0]: a shape 0:1 grad_aβ
- βββ¬ββββββββββ β
- βββaxis 0 β β
- βββΌββββββββββ€ β
- βββ 1.38e+2 β β
- βββ΄ββββββββββ β
- ββββββββββββββββββββββββββ
- |}];
+ [%expect.unreachable];
Tensor.print ~with_code:false ~with_grad:true `Default b;
- [%expect
- {|
- βββββββββββββββββββ
- β[2]: b shape 0:1 β
- βββ¬βββββββ β
- βββaxis 0β β
- βββΌβββββββ€ β
- βββ 2.00 β β
- βββ΄βββββββ β
- βββββββββββββββββββ
- ββββββββββββββββββββββββββ
- β[2]: b shape 0:1 grad_bβ
- βββ¬ββββββββββ β
- βββaxis 0 β β
- βββΌββββββββββ€ β
- βββ 6.45e+2 β β
- βββ΄ββββββββββ β
- ββββββββββββββββββββββββββ
- |}]
+ [%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:
- ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
- β****************************#***********************************************************************β
- β****************************###***###***#***********************************************************β
- β***************************#********#***#***********************************************************β
- β********************#*********************##*#*#****************************************************β
- β******************#***#*****##*#*#*#****#*#*#*##****************************************************β
- β**************#*#**###**#*##**##********#**#****###**#**********************************************β
- β***********#***##***#**##*****************#*#*##*###**********************************************..β
- β***************#**###******************************##*#******************************************...β
- β*************#*****#******************************#*#***#*#*************************************....β
- β*********#***#******************......************##*###**#************************************.....β
- β******#***#*#*#****************........******************#*#*********************************.......β
- β*****###****#****************...........****************#***********************************........β
- β*******#*###****************.............******************#*#*****************************.........β
- β**********##***************.......%%......***************#**##****************************..........β
- β*****#***#****************......%..%%......*********************************************..........%.β
- β**####*******************......%..%..........****************##*#**********************........%...%β
- β****#*******************.......%%..%..........***************#*#**********************.........%....β
- β*#****##***************.........%....%.........************##***#********************.......%...%%..β
- β****#*#***************.........%..%.%...........*************#**#*******************..........%.%...β
- β##*##****************............%...............**************#*##****************.........%.%.%%%.β
- β**#####************............%...%%.............*******************************...........%..%.%..β
- β******************...............%.%.%%............*********#*#*#*#*************................%%..β
- β***##************................%..%..%............************#*#************.............%...%...β
- β##**#***********...................%...%.............********#**###***********...........%.%%.......β
- β###************..................%.%.%................***********##**********..................%....β
- β**##**********.........................................**********#*********.............%%.%..%.....β
- β**#**********......................%%...................********##********..............%%.%........β
- β************..........................%..................****#**#********...................%.......β
- β***********.........................%%.%..................*****##******...............%..%..........β
- β**********.............................%%..................***********.................%%.%%........β
- β*********..............................%...%................*******.....................%%%.........β
- β********...................................%..%....................................%.....%..........β
- β*******.................................%%..%.%................................%.%.%.%%.............β
- β******.....................................%%.%...%%.%.......................%%%....%.%.%...........β
- β*****....................................%.....%.%..%....................%.....%%.%.%...............β
- β****........................................%%...%.%%%%..%.......%.........%%.%%....................β
- β***...............................................%..%.......%..%%%%...%.%..%.%.....................β
- β**.................................................%.%.%............%..%...%........................β
- β*.................................................%....%.%......%%...%.%............................β
- β..........................................................%..%......%%%.............................β
- ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
- |}];
+ [%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:
- ββββββββββ¬βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
- β 3.79e+1β- β
- β β β
- β β β
- β β β
- β β β
- β β β
- β β β
- β β β
- β β β
- β β β
- β β β
- β β β
- β β β
- β β β
- β β β
- β β β
- β β β
- β β β
- βl β β
- βo β β
- βs β β
- βs β β
- β β β
- β β β
- β β β
- β β β
- β β β
- β β β
- β β β
- β β β
- β β- β
- β β β
- β β β
- β β β
- β β β
- β β β
- β β β
- β β β
- β β- - - β
- β 0.00 β----------------------------------------------------------------------------------------------------β
- ββββββββββΌβββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ€
- β β0.00 3.99e+2β
- β β step β
- ββββββββββ΄βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
- |}];
+ [%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:
- βββββββββββ¬βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
- β 3.63 β- β
- β β β
- β β β
- β β β
- β β- β
- β β β
- β β β
- β β β
- β β β
- β β- β
- β β - - β
- β β - - - β
- β β------ - β
- β β ---- - - --- - - - - - β
- β β -- - - - --- -- - -- - β
- β β - -- - - --- - - --- ----- - -- β
- βl β -- - - - - --- - - - β
- βo β - - - -- - -- - - - - - β
- βg β - - - - -- - - - - - - - β
- β β - - - -- - - - -- - - - β
- βl β - - -- -- - - - - -β
- βo β - - - - - - - - - - - β
- βs β - - - - -- - β
- βs β - - β
- β β - - - - - - - - - β
- β β - - - - - β
- β β - - β
- β β - - - β
- β β - - β
- β β β
- β β - β
- β β - β
- β β β
- β β β
- β β β
- β β β
- β β - β
- β β β
- β β β
- β -1.00e+1β - - - - ----- -- --------------- ---------------------------------------------------------β
- βββββββββββΌβββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ€
- β β0.00 3.99e+2β
- β β step β
- βββββββββββ΄βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
- |}];
+ [%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:
- βββββββββββ¬βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
- β -1.00e-1β -β
- β β ---β
- β β ---- β
- β β --- β
- β β ---- β
- β β --- β
- β β --- β
- β β --- β
- β β --- β
- β β ---- β
- β β --- β
- β β ---- β
- β β --- β
- βl β ---- β
- βe β --- β
- βa β --- β
- βr β --- β
- βn β --- β
- βi β ---- β
- βn β --- β
- βg β ---- β
- β β --- β
- βr β ---- β
- βa β --- β
- βt β --- β
- βe β --- β
- β β --- β
- β β ---- β
- β β --- β
- β β ---- β
- β β --- β
- β β ---- β
- β β --- β
- β β --- β
- β β --- β
- β β --- β
- β β ---- β
- β β --- β
- β β ---- β
- β -2.00e-1β--- β
- βββββββββββΌβββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ€
- β β0.00 3.99e+2β
- β β step β
- βββββββββββ΄βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
- |}];
+ [%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/eec3e28b03e5c04f15f088c8e025808b/default/test/hello_world_op.ml.corrected
diff --git a/_build/default/test/hello_world_op.ml b/_build/.sandbox/eec3e28b03e5c04f15f088c8e025808b/default/test/hello_world_op.ml.corrected
index 6407bb4..29d8b4f 100644
--- a/_build/default/test/hello_world_op.ml
+++ b/_build/.sandbox/eec3e28b03e5c04f15f088c8e025808b/default/test/hello_world_op.ml.corrected
@@ -36,11 +36,11 @@ let%expect_test "Pointwise multiplication dims 1" =
{|
ββββββββββββββββββββββ
β[3]: *._y shape 0:1 β
- βββ¬ββββββββββ β
- βββaxis 0 β β
- βββΌββββββββββ€ β
- βββ 1.40e+1 β β
- βββ΄ββββββββββ β
+ βββ¬βββββββββββ β
+ βββaxis 0 β β
+ βββΌβββββββββββ€ β
+ βββ 2.93e+20 β β
+ βββ΄βββββββββββ β
ββββββββββββββββββββββ
|}]
@@ -67,11 +67,11 @@ let%expect_test "Matrix multiplication dims 1x1" =
{|
ββββββββββββββββββββββββββ
β[0]: hey shape 1:1->0:1 β
- βββββββββ¬βββββββ β
- ββ βaxis 1β β
- βββββββββΌβββββββ€ β
- ββaxis 0β 7.00 β β
- βββββββββ΄βββββββ β
+ βββββββββ¬ββββββββββββ β
+ ββ βaxis 1 β β
+ βββββββββΌββββββββββββ€ β
+ ββaxis 0β -5.78e-35 β β
+ βββββββββ΄ββββββββββββ β
ββββββββββββββββββββββββββ
|}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ y;
@@ -79,11 +79,11 @@ let%expect_test "Matrix multiplication dims 1x1" =
{|
βββββββββββββββββββββ
β[6]: +_y shape 0:1 β
- βββ¬ββββββββββ β
- βββaxis 0 β β
- βββΌββββββββββ€ β
- βββ 1.50e+1 β β
- βββ΄ββββββββββ β
+ βββ¬βββββββ β
+ βββaxis 0β β
+ βββΌβββββββ€ β
+ βββ 1.00 β β
+ βββ΄βββββββ β
βββββββββββββββββββββ
|}]
@@ -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
{|
- ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
- β[0]: [ 1.00 , 2.00 , 3.00 ; 4.00 , 5.00 , 6.00 ]_hey shape 1:3->0:2 β
- βββββββββ¬βββββββββββββββββββ β
- ββ βaxis 1 β β
- βββββββββΌβββββββββββββββββββ€ β
- ββaxis 0β 1.00 2.00 3.00 β β
- ββ β 4.00 5.00 6.00 β β
- βββββββββ΄βββββββββββββββββββ β
- ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
+ βββββββββββββββββββββββββββββββ
+ β[0]: c2x3_hey shape 1:3->0:2 β
+ βββββββββ¬βββββββββββββββββββ β
+ ββ βaxis 1 β β
+ βββββββββΌβββββββββββββββββββ€ β
+ ββaxis 0β 1.00 2.00 3.00 β β
+ ββ β 4.00 5.00 6.00 β β
+ βββββββββ΄βββββββββββββββββββ β
+ βββββββββββββββββββββββββββββββ
|}];
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
{|
βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
- β[1]: [| [ 1.00 ; 2.00 ; 3.00 ] ; [ 4.00 ; 5.00 ; 6.00 ] |]_hoo shape 0:2|1:3 β
+ β[1]: [| [ 0.00 ; 0.00 ; 0.00 ] ; [ 0.00 ; 0.00 ; 0.00 ] |]_hoo shape 0:2|1:3 β
βββββββββ¬βββββββββββββββββββ β
ββ βaxis 1 β β
βββββββββΌβββββββββββββββββββ€ β
@@ -471,28 +471,28 @@ let%expect_test "Matrix multiplication dims 2x3" =
Tensor.print ~with_code:false ~with_grad:false `Default @@ hey;
[%expect
{|
- ββββββββββββββββββββββββββ
- β[0]: hey shape 1:2->0:3 β
- βββββββββ¬βββββββββββββ β
- ββ βaxis 1 β β
- βββββββββΌβββββββββββββ€ β
- ββaxis 0β 7.00 7.00 β β
- ββ β 7.00 7.00 β β
- ββ β 7.00 7.00 β β
- βββββββββ΄βββββββββββββ β
- ββββββββββββββββββββββββββ
+ ββββββββββββββββββββββββββββββββ
+ β[0]: hey shape 1:2->0:3 β
+ βββββββββ¬βββββββββββββββββββββββ
+ ββ βaxis 1 ββ
+ βββββββββΌββββββββββββββββββββββ€β
+ ββaxis 0β -5.78e-35 3.08e-41 ββ
+ ββ β 0.00 0.00 ββ
+ ββ β 4.48e-44 0.00 ββ
+ βββββββββ΄βββββββββββββββββββββββ
+ ββββββββββββββββββββββββββββββββ
|}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ y;
[%expect
{|
- ββββββββββββββββββββββββββββββββ
- β[6]: +_y shape 0:3 β
- βββ¬βββββββββββββββββββββββββββββ
- βββaxis 0 ββ
- βββΌββββββββββββββββββββββββββββ€β
- βββ 3.90e+1 4.00e+1 4.10e+1 ββ
- βββ΄βββββββββββββββββββββββββββββ
- ββββββββββββββββββββββββββββββββ
+ βββββββββββββββββββββββ
+ β[6]: +_y shape 0:3 β
+ βββ¬ββββββββββββββββββββ
+ βββaxis 0 ββ
+ βββΌβββββββββββββββββββ€β
+ βββ 4.00 5.00 6.00 ββ
+ βββ΄ββββββββββββββββββββ
+ βββββββββββββββββββββββ
|}]
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
- {|
- ββββββββββββββββββββββββββββββββββββββββ
- β[2]: 0...20 shape 0:21 β
- βββ¬βββββββββββββββββββββββββββββββββββββ
- βββaxis 0 ββ
- βββΌββββββββββββββββββββββββββββββββββββ€β
- βββ 0.00 1.00 ... 1.90e+1 2.00e+1 ββ
- βββ΄βββββββββββββββββββββββββββββββββββββ
- ββββββββββββββββββββββββββββββββββββββββ
- |}];
+ {| [2]: 0...20 shape 0:21 <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default hey;
[%expect
{|
- ββββββββββββββββββββββββββββββββββββββββββββββββββββ
- β[0]: hey shape 1:21->0:21 β
- βββββββββ¬βββββββββββββββββββββββββββββββββββββββββββ
- ββ βaxis 1 ββ
- βββββββββΌββββββββββββββββββββββββββββββββββββββββββ€β
- ββaxis 0β 5.00e-1 5.00e-1 ... 5.00e-1 5.00e-1 ββ
- ββ β 5.00e-1 5.00e-1 ... 5.00e-1 5.00e-1 ββ
- ββ β ... ... ... ... ... ββ
- ββ β 5.00e-1 5.00e-1 ... 5.00e-1 5.00e-1 ββ
- ββ β 5.00e-1 5.00e-1 ... 5.00e-1 5.00e-1 ββ
- βββββββββ΄βββββββββββββββββββββββββββββββββββββββββββ
- ββββββββββββββββββββββββββββββββββββββββββββββββββββ
+ ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
+ β[0]: hey shape 1:21->0:21 β
+ βββββββββ¬βββββββββββββββββββββββββββββββββββββββββββββββββββ
+ ββ βaxis 1 ββ
+ βββββββββΌββββββββββββββββββββββββββββββββββββββββββββββββββ€β
+ ββaxis 0β -1.91e-25 4.57e-41 ... -2.28e-26 -1.36e-38 ββ
+ ββ β -1.18e+21 -2.28e-26 ... -2.28e-26 -1.36e-38 ββ
+ ββ β ... ... ... ... ... ββ
+ ββ β 1.51e-13 1.51e-13 ... 3.96e-11 3.96e-11 ββ
+ ββ β 1.51e-16 3.95e-11 ... 3.96e-11 3.96e-11 ββ
+ βββββββββ΄βββββββββββββββββββββββββββββββββββββββββββββββββββ
+ ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|}];
Tensor.print ~with_code:false ~with_grad:false `Default y;
[%expect
{|
- ββββββββββββββββββββββββββββββββββββββββββββββ
- β[5]: + shape 0:21 β
- βββ¬βββββββββββββββββββββββββββββββββββββββββββ
- βββaxis 0 ββ
- βββΌββββββββββββββββββββββββββββββββββββββββββ€β
- βββ 1.05e+2 1.06e+2 ... 1.24e+2 1.25e+2 ββ
- βββ΄βββββββββββββββββββββββββββββββββββββββββββ
- ββββββββββββββββββββββββββββββββββββββββββββββ
+ ββββββββββββββββββββββββββββββββββββββββββββββββββββ
+ β[5]: + shape 0:21 β
+ βββ¬βββββββββββββββββββββββββββββββββββββββββββββββββ
+ βββaxis 0 ββ
+ βββΌββββββββββββββββββββββββββββββββββββββββββββββββ€β
+ βββ -2.85e+24 -7.47e+22 ... 1.90e+1 -6.10e+21 ββ
+ βββ΄βββββββββββββββββββββββββββββββββββββββββββββββββ
+ ββββββββββββββββββββββββββββββββββββββββββββββββββββ
|}]
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
- {|
- βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
- β[0]: r6x10x11x7x8x9 shape 0:6|3:7,4:8,5:9->1:10,2:11 β
- βββββββββ¬ββββββββββββββββββββββββββββββββββββββββββ¬ββββββββββββββββββββββββββββββββββββββββββ¬βββββββ¬ββββββββββββββββββββββββββββββββββββββββββ¬βββββββββββββββββββββββββββββββββββββββββββ
- ββ0 @ 0 β0 @ 4 β1 @ 4 β~~~~~ β6 @ 4 β7 @ 4 ββ
- ββ βaxis 5 βaxis 5 βaxis 5βaxis 5 βaxis 5 ββ
- βββββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββΌβββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββ€β
- ββ0 @ 1 β 0.00 1.00 ... 7.00 8.00 β 9.00 1.00e+1 ... 1.60e+1 1.70e+1 β ... β 5.40e+1 5.50e+1 ... 6.10e+1 6.20e+1 β 6.30e+1 6.40e+1 ... 7.00e+1 7.10e+1 ββ
- ββaxis 2β 5.04e+2 5.05e+2 ... 5.11e+2 5.12e+2 β 5.13e+2 5.14e+2 ... 5.20e+2 5.21e+2 β β 5.58e+2 5.59e+2 ... 5.65e+2 5.66e+2 β 5.67e+2 5.68e+2 ... 5.74e+2 5.75e+2 ββ
- ββ β ... ... ... ... ... β ... ... ... ... ... β β ... ... ... ... ... β ... ... ... ... ... ββ
- ββ β 4.53e+3 4.53e+3 ... 4.54e+3 4.54e+3 β 4.54e+3 4.54e+3 ... 4.55e+3 4.55e+3 β β 4.59e+3 4.59e+3 ... 4.59e+3 4.59e+3 β 4.59e+3 4.60e+3 ... 4.60e+3 4.60e+3 ββ
- ββ β 5.04e+3 5.04e+3 ... 5.04e+3 5.04e+3 β 5.04e+3 5.05e+3 ... 5.05e+3 5.05e+3 β β 5.09e+3 5.09e+3 ... 5.10e+3 5.10e+3 β 5.10e+3 5.10e+3 ... 5.11e+3 5.11e+3 ββ
- βββββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββΌβββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββ€β
- ββ1 @ 1 β 5.54e+3 5.54e+3 ... 5.55e+3 5.55e+3 β 5.55e+3 5.55e+3 ... 5.56e+3 5.56e+3 β ... β 5.59e+3 5.59e+3 ... 5.60e+3 5.60e+3 β 5.60e+3 5.60e+3 ... 5.61e+3 5.61e+3 ββ
- ββaxis 2β 6.04e+3 6.04e+3 ... 6.05e+3 6.05e+3 β 6.05e+3 6.05e+3 ... 6.06e+3 6.06e+3 β β 6.10e+3 6.10e+3 ... 6.10e+3 6.11e+3 β 6.11e+3 6.11e+3 ... 6.11e+3 6.11e+3 ββ
- ββ β ... ... ... ... ... β ... ... ... ... ... β β ... ... ... ... ... β ... ... ... ... ... ββ
- ββ β 1.00e+4 1.00e+4 ... 1.00e+4 1.00e+4 β 1.00e+4 1.00e+4 ... 1.00e+4 1.00e+4 β β 1.01e+4 1.01e+4 ... 1.01e+4 1.01e+4 β 1.01e+4 1.01e+4 ... 1.01e+4 1.01e+4 ββ
- ββ β 1.05e+4 1.05e+4 ... 1.05e+4 1.05e+4 β 1.05e+4 1.05e+4 ... 1.06e+4 1.06e+4 β β 1.06e+4 1.06e+4 ... 1.06e+4 1.06e+4 β 1.06e+4 1.06e+4 ... 1.06e+4 1.06e+4 ββ
- βββββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββΌβββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββ€β
- ββ~~~~~ β ... β ... β ... β ... β ... ββ
- ββaxis 2β β β β β ββ
- βββββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββΌβββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββ€β
- ββ8 @ 1 β 4.43e+4 4.43e+4 ... 4.43e+4 4.43e+4 β 4.43e+4 4.43e+4 ... 4.43e+4 4.43e+4 β ... β 4.44e+4 4.44e+4 ... 4.44e+4 4.44e+4 β 4.44e+4 4.44e+4 ... 4.44e+4 4.44e+4 ββ
- ββaxis 2β 4.48e+4 4.48e+4 ... 4.48e+4 4.48e+4 β 4.48e+4 4.48e+4 ... 4.48e+4 4.48e+4 β β 4.49e+4 4.49e+4 ... 4.49e+4 4.49e+4 β 4.49e+4 4.49e+4 ... 4.49e+4 4.49e+4 ββ
- ββ β ... ... ... ... ... β ... ... ... ... ... β β ... ... ... ... ... β ... ... ... ... ... ββ
- ββ β 4.88e+4 4.88e+4 ... 4.88e+4 4.88e+4 β 4.88e+4 4.88e+4 ... 4.89e+4 4.89e+4 β β 4.89e+4 4.89e+4 ... 4.89e+4 4.89e+4 β 4.89e+4 4.89e+4 ... 4.89e+4 4.89e+4 ββ
- ββ β 4.93e+4 4.93e+4 ... 4.93e+4 4.94e+4 β 4.94e+4 4.94e+4 ... 4.94e+4 4.94e+4 β β 4.94e+4 4.94e+4 ... 4.94e+4 4.94e+4 β 4.94e+4 4.94e+4 ... 4.94e+4 4.94e+4 ββ
- βββββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββΌβββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββ€β
- ββ9 @ 1 β 4.98e+4 4.98e+4 ... 4.99e+4 4.99e+4 β 4.99e+4 4.99e+4 ... 4.99e+4 4.99e+4 β ... β 4.99e+4 4.99e+4 ... 4.99e+4 4.99e+4 β 4.99e+4 4.99e+4 ... 4.99e+4 4.99e+4 ββ
- ββaxis 2β 5.04e+4 5.04e+4 ... 5.04e+4 5.04e+4 β 5.04e+4 5.04e+4 ... 5.04e+4 5.04e+4 β β 5.04e+4 5.04e+4 ... 5.04e+4 5.04e+4 β 5.04e+4 5.04e+4 ... 5.04e+4 5.04e+4 ββ
- ββ β ... ... ... ... ... β ... ... ... ... ... β β ... ... ... ... ... β ... ... ... ... ... ββ
- ββ β 5.44e+4 5.44e+4 ... 5.44e+4 5.44e+4 β 5.44e+4 5.44e+4 ... 5.44e+4 5.44e+4 β β 5.44e+4 5.44e+4 ... 5.44e+4 5.44e+4 β 5.44e+4 5.44e+4 ... 5.45e+4 5.45e+4 ββ
- ββ β 5.49e+4 5.49e+4 ... 5.49e+4 5.49e+4 β 5.49e+4 5.49e+4 ... 5.49e+4 5.49e+4 β β 5.49e+4 5.49e+4 ... 5.49e+4 5.49e+4 β 5.49e+4 5.50e+4 ... 5.50e+4 5.50e+4 ββ
- βββββββββ΄ββββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββββββββββββββββββββββββββββ΄βββββββ΄ββββββββββββββββββββββββββββββββββββββββββ΄βββββββββββββββββββββββββββββββββββββββββββ
- βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ€
- βββββββββ¬ββββββββββββββββββββββββββββββββββββββββββ¬ββββββββββββββββββββββββββββββββββββββββββ¬βββββββ¬ββββββββββββββββββββββββββββββββββββββββββ¬βββββββββββββββββββββββββββββββββββββββββββ
- ββ1 @ 0 β0 @ 4 β1 @ 4 β~~~~~ β6 @ 4 β7 @ 4 ββ
- ββ βaxis 5 βaxis 5 βaxis 5βaxis 5 βaxis 5 ββ
- βββββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββΌβββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββ€β
- ββ0 @ 1 β 5.54e+4 5.54e+4 ... 5.54e+4 5.54e+4 β 5.54e+4 5.54e+4 ... 5.54e+4 5.54e+4 β ... β 5.54e+4 5.54e+4 ... 5.55e+4 5.55e+4 β 5.55e+4 5.55e+4 ... 5.55e+4 5.55e+4 ββ
- ββaxis 2β 5.59e+4 5.59e+4 ... 5.59e+4 5.59e+4 β 5.59e+4 5.59e+4 ... 5.59e+4 5.59e+4 β β 5.59e+4 5.59e+4 ... 5.60e+4 5.60e+4 β 5.60e+4 5.60e+4 ... 5.60e+4 5.60e+4 ββ
- ββ β ... ... ... ... ... β ... ... ... ... ... β β ... ... ... ... ... β ... ... ... ... ... ββ
- ββ β 5.99e+4 5.99e+4 ... 5.99e+4 5.99e+4 β 5.99e+4 5.99e+4 ... 5.99e+4 5.99e+4 β β 6.00e+4 6.00e+4 ... 6.00e+4 6.00e+4 β 6.00e+4 6.00e+4 ... 6.00e+4 6.00e+4 ββ
- ββ β 6.04e+4 6.04e+4 ... 6.04e+4 6.04e+4 β 6.04e+4 6.04e+4 ... 6.04e+4 6.04e+4 β β 6.05e+4 6.05e+4 ... 6.05e+4 6.05e+4 β 6.05e+4 6.05e+4 ... 6.05e+4 6.05e+4 ββ
- βββββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββΌβββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββ€β
- ββ1 @ 1 β 6.09e+4 6.09e+4 ... 6.09e+4 6.09e+4 β 6.09e+4 6.09e+4 ... 6.10e+4 6.10e+4 β ... β 6.10e+4 6.10e+4 ... 6.10e+4 6.10e+4 β 6.10e+4 6.10e+4 ... 6.10e+4 6.10e+4 ββ
- ββaxis 2β 6.14e+4 6.14e+4 ... 6.14e+4 6.14e+4 β 6.14e+4 6.14e+4 ... 6.15e+4 6.15e+4 β β 6.15e+4 6.15e+4 ... 6.15e+4 6.15e+4 β 6.15e+4 6.15e+4 ... 6.15e+4 6.15e+4 ββ
- ββ β ... ... ... ... ... β ... ... ... ... ... β β ... ... ... ... ... β ... ... ... ... ... ββ
- ββ β 6.55e+4 6.55e+4 ... 6.55e+4 6.55e+4 β 6.55e+4 6.55e+4 ... 6.55e+4 6.55e+4 β β 6.55e+4 6.55e+4 ... 6.55e+4 6.55e+4 β 6.55e+4 6.55e+4 ... 6.55e+4 6.55e+4 ββ
- ββ β 6.60e+4 6.60e+4 ... 6.60e+4 6.60e+4 β 6.60e+4 6.60e+4 ... 6.60e+4 6.60e+4 β β 6.60e+4 6.60e+4 ... 6.60e+4 6.60e+4 β 6.60e+4 6.60e+4 ... 6.60e+4 6.60e+4 ββ
- βββββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββΌβββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββ€β
- ββ~~~~~ β ... β ... β ... β ... β ... ββ
- ββaxis 2β β β β β ββ
- βββββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββΌβββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββ€β
- ββ8 @ 1 β 9.97e+4 9.97e+4 ... 9.97e+4 9.98e+4 β 9.98e+4 9.98e+4 ... 9.98e+4 9.98e+4 β ... β 9.98e+4 9.98e+4 ... 9.98e+4 9.98e+4 β 9.98e+4 9.98e+4 ... 9.98e+4 9.98e+4 ββ
- ββaxis 2β 1.00e+5 1.00e+5 ... 1.00e+5 1.00e+5 β 1.00e+5 1.00e+5 ... 1.00e+5 1.00e+5 β β 1.00e+5 1.00e+5 ... 1.00e+5 1.00e+5 β 1.00e+5 1.00e+5 ... 1.00e+5 1.00e+5 ββ
- ββ β ... ... ... ... ... β ... ... ... ... ... β β ... ... ... ... ... β ... ... ... ... ... ββ
- ββ β 1.04e+5 1.04e+5 ... 1.04e+5 1.04e+5 β 1.04e+5 1.04e+5 ... 1.04e+5 1.04e+5 β β 1.04e+5 1.04e+5 ... 1.04e+5 1.04e+5 β 1.04e+5 1.04e+5 ... 1.04e+5 1.04e+5 ββ
- ββ β 1.04e+5 1.04e+5 ... 1.04e+5 1.04e+5 β 1.04e+5 1.04e+5 ... 1.04e+5 1.04e+5 β β 1.04e+5 1.04e+5 ... 1.04e+5 1.04e+5 β 1.04e+5 1.04e+5 ... 1.04e+5 1.04e+5 ββ
- βββββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββΌβββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββ€β
- ββ9 @ 1 β 1.05e+5 1.05e+5 ... 1.05e+5 1.05e+5 β 1.05e+5 1.05e+5 ... 1.05e+5 1.05e+5 β ... β 1.05e+5 1.05e+5 ... 1.05e+5 1.05e+5 β 1.05e+5 1.05e+5 ... 1.05e+5 1.05e+5 ββ
- ββaxis 2β 1.05e+5 1.05e+5 ... 1.05e+5 1.05e+5 β 1.05e+5 1.05e+5 ... 1.05e+5 1.05e+5 β β 1.05e+5 1.05e+5 ... 1.05e+5 1.05e+5 β 1.05e+5 1.05e+5 ... 1.05e+5 1.05e+5 ββ
- ββ β ... ... ... ... ... β ... ... ... ... ... β β ... ... ... ... ... β ... ... ... ... ... ββ
- ββ β 1.09e+5 1.09e+5 ... 1.09e+5 1.09e+5 β 1.09e+5 1.09e+5 ... 1.09e+5 1.09e+5 β β 1.09e+5 1.09e+5 ... 1.09e+5 1.09e+5 β 1.09e+5 1.09e+5 ... 1.09e+5 1.09e+5 ββ
- ββ β 1.10e+5 1.10e+5 ... 1.10e+5 1.10e+5 β 1.10e+5 1.10e+5 ... 1.10e+5 1.10e+5 β β 1.10e+5 1.10e+5 ... 1.10e+5 1.10e+5 β 1.10e+5 1.10e+5 ... 1.10e+5 1.10e+5 ββ
- βββββββββ΄ββββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββββββββββββββββββββββββββββ΄βββββββ΄ββββββββββββββββββββββββββββββββββββββββββ΄βββββββββββββββββββββββββββββββββββββββββββ
- βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ€
- β ... β
- βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ€
- βββββββββ¬ββββββββββββββββββββββββββββββββββββββββββ¬ββββββββββββββββββββββββββββββββββββββββββ¬βββββββ¬ββββββββββββββββββββββββββββββββββββββββββ¬βββββββββββββββββββββββββββββββββββββββββββ
- ββ4 @ 0 β0 @ 4 β1 @ 4 β~~~~~ β6 @ 4 β7 @ 4 ββ
- ββ βaxis 5 βaxis 5 βaxis 5βaxis 5 βaxis 5 ββ
- βββββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββΌβββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββ€β
- ββ0 @ 1 β 2.21e+5 2.21e+5 ... 2.21e+5 2.21e+5 β 2.21e+5 2.21e+5 ... 2.21e+5 2.21e+5 β ... β 2.21e+5 2.21e+5 ... 2.21e+5 2.21e+5 β 2.21e+5 2.21e+5 ... 2.21e+5 2.21e+5 ββ
- ββaxis 2β 2.22e+5 2.22e+5 ... 2.22e+5 2.22e+5 β 2.22e+5 2.22e+5 ... 2.22e+5 2.22e+5 β β 2.22e+5 2.22e+5 ... 2.22e+5 2.22e+5 β 2.22e+5 2.22e+5 ... 2.22e+5 2.22e+5 ββ
- ββ β ... ... ... ... ... β ... ... ... ... ... β β ... ... ... ... ... β ... ... ... ... ... ββ
- ββ β 2.26e+5 2.26e+5 ... 2.26e+5 2.26e+5 β 2.26e+5 2.26e+5 ... 2.26e+5 2.26e+5 β β 2.26e+5 2.26e+5 ... 2.26e+5 2.26e+5 β 2.26e+5 2.26e+5 ... 2.26e+5 2.26e+5 ββ
- ββ β 2.26e+5 2.26e+5 ... 2.26e+5 2.26e+5 β 2.26e+5 2.26e+5 ... 2.26e+5 2.26e+5 β β 2.26e+5 2.26e+5 ... 2.26e+5 2.26e+5 β 2.26e+5 2.26e+5 ... 2.26e+5 2.26e+5 ββ
- βββββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββΌβββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββ€β
- ββ1 @ 1 β 2.27e+5 2.27e+5 ... 2.27e+5 2.27e+5 β 2.27e+5 2.27e+5 ... 2.27e+5 2.27e+5 β ... β 2.27e+5 2.27e+5 ... 2.27e+5 2.27e+5 β 2.27e+5 2.27e+5 ... 2.27e+5 2.27e+5 ββ
- ββaxis 2β 2.27e+5 2.27e+5 ... 2.27e+5 2.27e+5 β 2.27e+5 2.27e+5 ... 2.27e+5 2.27e+5 β β 2.27e+5 2.27e+5 ... 2.27e+5 2.27e+5 β 2.27e+5 2.27e+5 ... 2.27e+5 2.27e+5 ββ
- ββ β ... ... ... ... ... β ... ... ... ... ... β β ... ... ... ... ... β ... ... ... ... ... ββ
- ββ β 2.31e+5 2.31e+5 ... 2.31e+5 2.31e+5 β 2.31e+5 2.31e+5 ... 2.31e+5 2.31e+5 β β 2.31e+5 2.31e+5 ... 2.31e+5 2.31e+5 β 2.31e+5 2.31e+5 ... 2.31e+5 2.31e+5 ββ
- ββ β 2.32e+5 2.32e+5 ... 2.32e+5 2.32e+5 β 2.32e+5 2.32e+5 ... 2.32e+5 2.32e+5 β β 2.32e+5 2.32e+5 ... 2.32e+5 2.32e+5 β 2.32e+5 2.32e+5 ... 2.32e+5 2.32e+5 ββ
- βββββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββΌβββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββ€β
- ββ~~~~~ β ... β ... β ... β ... β ... ββ
- ββaxis 2β β β β β ββ
- βββββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββΌβββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββ€β
- ββ8 @ 1 β 2.66e+5 2.66e+5 ... 2.66e+5 2.66e+5 β 2.66e+5 2.66e+5 ... 2.66e+5 2.66e+5 β ... β 2.66e+5 2.66e+5 ... 2.66e+5 2.66e+5 β 2.66e+5 2.66e+5 ... 2.66e+5 2.66e+5 ββ
- ββaxis 2β 2.66e+5 2.66e+5 ... 2.66e+5 2.66e+5 β 2.66e+5 2.66e+5 ... 2.66e+5 2.66e+5 β β 2.66e+5 2.66e+5 ... 2.66e+5 2.66e+5 β 2.66e+5 2.66e+5 ... 2.66e+5 2.66e+5 ββ
- ββ β ... ... ... ... ... β ... ... ... ... ... β β ... ... ... ... ... β ... ... ... ... ... ββ
- ββ β 2.70e+5 2.70e+5 ... 2.70e+5 2.70e+5 β 2.70e+5 2.70e+5 ... 2.70e+5 2.70e+5 β β 2.70e+5 2.70e+5 ... 2.70e+5 2.70e+5 β 2.70e+5 2.70e+5 ... 2.70e+5 2.70e+5 ββ
- ββ β 2.71e+5 2.71e+5 ... 2.71e+5 2.71e+5 β 2.71e+5 2.71e+5 ... 2.71e+5 2.71e+5 β β 2.71e+5 2.71e+5 ... 2.71e+5 2.71e+5 β 2.71e+5 2.71e+5 ... 2.71e+5 2.71e+5 ββ
- βββββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββΌβββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββ€β
- ββ9 @ 1 β 2.71e+5 2.71e+5 ... 2.71e+5 2.71e+5 β 2.71e+5 2.71e+5 ... 2.71e+5 2.71e+5 β ... β 2.71e+5 2.71e+5 ... 2.71e+5 2.71e+5 β 2.71e+5 2.71e+5 ... 2.71e+5 2.71e+5 ββ
- ββaxis 2β 2.72e+5 2.72e+5 ... 2.72e+5 2.72e+5 β 2.72e+5 2.72e+5 ... 2.72e+5 2.72e+5 β β 2.72e+5 2.72e+5 ... 2.72e+5 2.72e+5 β 2.72e+5 2.72e+5 ... 2.72e+5 2.72e+5 ββ
- ββ β ... ... ... ... ... β ... ... ... ... ... β β ... ... ... ... ... β ... ... ... ... ... ββ
- ββ β 2.76e+5 2.76e+5 ... 2.76e+5 2.76e+5 β 2.76e+5 2.76e+5 ... 2.76e+5 2.76e+5 β β 2.76e+5 2.76e+5 ... 2.76e+5 2.76e+5 β 2.76e+5 2.76e+5 ... 2.76e+5 2.76e+5 ββ
- ββ β 2.76e+5 2.76e+5 ... 2.76e+5 2.76e+5 β 2.76e+5 2.76e+5 ... 2.76e+5 2.76e+5 β β 2.76e+5 2.76e+5 ... 2.76e+5 2.76e+5 β 2.76e+5 2.76e+5 ... 2.76e+5 2.76e+5 ββ
- βββββββββ΄ββββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββββββββββββββββββββββββββββ΄βββββββ΄ββββββββββββββββββββββββββββββββββββββββββ΄βββββββββββββββββββββββββββββββββββββββββββ
- βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ€
- βββββββββ¬ββββββββββββββββββββββββββββββββββββββββββ¬ββββββββββββββββββββββββββββββββββββββββββ¬βββββββ¬ββββββββββββββββββββββββββββββββββββββββββ¬βββββββββββββββββββββββββββββββββββββββββββ
- ββ5 @ 0 β0 @ 4 β1 @ 4 β~~~~~ β6 @ 4 β7 @ 4 ββ
- ββ βaxis 5 βaxis 5 βaxis 5βaxis 5 βaxis 5 ββ
- βββββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββΌβββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββ€β
- ββ0 @ 1 β 2.77e+5 2.77e+5 ... 2.77e+5 2.77e+5 β 2.77e+5 2.77e+5 ... 2.77e+5 2.77e+5 β ... β 2.77e+5 2.77e+5 ... 2.77e+5 2.77e+5 β 2.77e+5 2.77e+5 ... 2.77e+5 2.77e+5 ββ
- ββaxis 2β 2.77e+5 2.77e+5 ... 2.77e+5 2.77e+5 β 2.77e+5 2.77e+5 ... 2.77e+5 2.77e+5 β β 2.77e+5 2.77e+5 ... 2.77e+5 2.77e+5 β 2.77e+5 2.77e+5 ... 2.77e+5 2.77e+5 ββ
- ββ β ... ... ... ... ... β ... ... ... ... ... β β ... ... ... ... ... β ... ... ... ... ... ββ
- ββ β 2.81e+5 2.81e+5 ... 2.81e+5 2.81e+5 β 2.81e+5 2.81e+5 ... 2.81e+5 2.81e+5 β β 2.81e+5 2.81e+5 ... 2.81e+5 2.81e+5 β 2.81e+5 2.81e+5 ... 2.81e+5 2.81e+5 ββ
- ββ β 2.82e+5 2.82e+5 ... 2.82e+5 2.82e+5 β 2.82e+5 2.82e+5 ... 2.82e+5 2.82e+5 β β 2.82e+5 2.82e+5 ... 2.82e+5 2.82e+5 β 2.82e+5 2.82e+5 ... 2.82e+5 2.82e+5 ββ
- βββββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββΌβββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββ€β
- ββ1 @ 1 β 2.82e+5 2.82e+5 ... 2.82e+5 2.82e+5 β 2.82e+5 2.82e+5 ... 2.82e+5 2.82e+5 β ... β 2.82e+5 2.82e+5 ... 2.82e+5 2.82e+5 β 2.82e+5 2.82e+5 ... 2.82e+5 2.82e+5 ββ
- ββaxis 2β 2.83e+5 2.83e+5 ... 2.83e+5 2.83e+5 β 2.83e+5 2.83e+5 ... 2.83e+5 2.83e+5 β β 2.83e+5 2.83e+5 ... 2.83e+5 2.83e+5 β 2.83e+5 2.83e+5 ... 2.83e+5 2.83e+5 ββ
- ββ β ... ... ... ... ... β ... ... ... ... ... β β ... ... ... ... ... β ... ... ... ... ... ββ
- ββ β 2.87e+5 2.87e+5 ... 2.87e+5 2.87e+5 β 2.87e+5 2.87e+5 ... 2.87e+5 2.87e+5 β β 2.87e+5 2.87e+5 ... 2.87e+5 2.87e+5 β 2.87e+5 2.87e+5 ... 2.87e+5 2.87e+5 ββ
- ββ β 2.87e+5 2.87e+5 ... 2.87e+5 2.87e+5 β 2.87e+5 2.87e+5 ... 2.87e+5 2.87e+5 β β 2.87e+5 2.87e+5 ... 2.87e+5 2.87e+5 β 2.87e+5 2.87e+5 ... 2.87e+5 2.87e+5 ββ
- βββββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββΌβββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββ€β
- ββ~~~~~ β ... β ... β ... β ... β ... ββ
- ββaxis 2β β β β β ββ
- βββββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββΌβββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββ€β
- ββ8 @ 1 β 3.21e+5 3.21e+5 ... 3.21e+5 3.21e+5 β 3.21e+5 3.21e+5 ... 3.21e+5 3.21e+5 β ... β 3.21e+5 3.21e+5 ... 3.21e+5 3.21e+5 β 3.21e+5 3.21e+5 ... 3.21e+5 3.21e+5 ββ
- ββaxis 2β 3.22e+5 3.22e+5 ... 3.22e+5 3.22e+5 β 3.22e+5 3.22e+5 ... 3.22e+5 3.22e+5 β β 3.22e+5 3.22e+5 ... 3.22e+5 3.22e+5 β 3.22e+5 3.22e+5 ... 3.22e+5 3.22e+5 ββ
- ββ β ... ... ... ... ... β ... ... ... ... ... β β ... ... ... ... ... β ... ... ... ... ... ββ
- ββ β 3.26e+5 3.26e+5 ... 3.26e+5 3.26e+5 β 3.26e+5 3.26e+5 ... 3.26e+5 3.26e+5 β β 3.26e+5 3.26e+5 ... 3.26e+5 3.26e+5 β 3.26e+5 3.26e+5 ... 3.26e+5 3.26e+5 ββ
- ββ β 3.26e+5 3.26e+5 ... 3.26e+5 3.26e+5 β 3.26e+5 3.26e+5 ... 3.26e+5 3.26e+5 β β 3.26e+5 3.26e+5 ... 3.26e+5 3.26e+5 β 3.26e+5 3.26e+5 ... 3.26e+5 3.26e+5 ββ
- βββββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββΌβββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββ€β
- ββ9 @ 1 β 3.27e+5 3.27e+5 ... 3.27e+5 3.27e+5 β 3.27e+5 3.27e+5 ... 3.27e+5 3.27e+5 β ... β 3.27e+5 3.27e+5 ... 3.27e+5 3.27e+5 β 3.27e+5 3.27e+5 ... 3.27e+5 3.27e+5 ββ
- ββaxis 2β 3.27e+5 3.27e+5 ... 3.27e+5 3.27e+5 β 3.27e+5 3.27e+5 ... 3.27e+5 3.27e+5 β β 3.27e+5 3.27e+5 ... 3.27e+5 3.27e+5 β 3.27e+5 3.27e+5 ... 3.27e+5 3.27e+5 ββ
- ββ β ... ... ... ... ... β ... ... ... ... ... β β ... ... ... ... ... β ... ... ... ... ... ββ
- ββ β 3.31e+5 3.31e+5 ... 3.31e+5 3.31e+5 β 3.31e+5 3.31e+5 ... 3.31e+5 3.31e+5 β β 3.31e+5 3.31e+5 ... 3.31e+5 3.31e+5 β 3.31e+5 3.31e+5 ... 3.31e+5 3.31e+5 ββ
- ββ β 3.32e+5 3.32e+5 ... 3.32e+5 3.32e+5 β 3.32e+5 3.32e+5 ... 3.32e+5 3.32e+5 β β 3.32e+5 3.32e+5 ... 3.32e+5 3.32e+5 β 3.32e+5 3.32e+5 ... 3.32e+5 3.32e+5 ββ
- βββββββββ΄ββββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββββββββββββββββββββββββββββ΄βββββββ΄ββββββββββββββββββββββββββββββββββββββββββ΄βββββββββββββββββββββββββββββββββββββββββββ
- βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
- |}];
+ {| [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/in/git --no-pager diff --no-index --color=always -u _build/default/test/einsum_trivia.ml _build/.sandbox/eec3e28b03e5c04f15f088c8e025808b/default/test/einsum_trivia.ml.corrected
diff --git a/_build/default/test/einsum_trivia.ml b/_build/.sandbox/eec3e28b03e5c04f15f088c8e025808b/default/test/einsum_trivia.ml.corrected
index 35a36fa..b16db03 100644
--- a/_build/default/test/einsum_trivia.ml
+++ b/_build/.sandbox/eec3e28b03e5c04f15f088c8e025808b/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
- {|
- βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
- β[0]: r2x4x3 shape 0:2|2:3->1:4 β
- βββββββββ¬βββββββββββββββββββββββββ¬βββββββββββββββββββββββββββββ
- ββ β0 @ 0 β1 @ 0 ββ
- ββ βaxis 2 βaxis 2 ββ
- βββββββββΌβββββββββββββββββββββββββΌββββββββββββββββββββββββββββ€β
- ββaxis 1β 0.00 1.00 2.00 β 1.20e+1 1.30e+1 1.40e+1 ββ
- ββ β 3.00 4.00 5.00 β 1.50e+1 1.60e+1 1.70e+1 ββ
- ββ β 6.00 7.00 8.00 β 1.80e+1 1.90e+1 2.00e+1 ββ
- ββ β 9.00 1.00e+1 1.10e+1 β 2.10e+1 2.20e+1 2.30e+1 ββ
- βββββββββ΄βββββββββββββββββββββββββ΄βββββββββββββββββββββββββββββ
- βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
- |}];
+ {| [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
- {|
- ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
- β[2]: r2x3x6x7x4x5 shape 0:2,1:3|4:4,5:5->2:6,3:7 β
- βββββββββ¬ββββββββββββββββββββββββββββββββββββββββββββββ¬ββββββββββββββββββββββββββββββββββββββββββββββ¬ββββββββββββββββββββββββββββββββββββββββββββββ¬βββββββββββββββββββββββββββββββββββββββββββββββ
- ββ0 @ 1 β0 @ 4 β1 @ 4 β2 @ 4 β3 @ 4 ββ
- ββ βaxis 5 βaxis 5 βaxis 5 βaxis 5 ββ
- βββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββ€β
- ββ0 @ 2 β 0.00 1.00 2.00 3.00 4.00 β 5.00 6.00 7.00 8.00 9.00 β 1.00e+1 1.10e+1 1.20e+1 1.30e+1 1.40e+1 β 1.50e+1 1.60e+1 1.70e+1 1.80e+1 1.90e+1 ββ
- ββaxis 3β 2.00e+1 2.10e+1 2.20e+1 2.30e+1 2.40e+1 β 2.50e+1 2.60e+1 2.70e+1 2.80e+1 2.90e+1 β 3.00e+1 3.10e+1 3.20e+1 3.30e+1 3.40e+1 β 3.50e+1 3.60e+1 3.70e+1 3.80e+1 3.90e+1 ββ
- ββ β ... ... ... ... ... β ... ... ... ... ... β ... ... ... ... ... β ... ... ... ... ... ββ
- ββ β 1.00e+2 1.01e+2 1.02e+2 1.03e+2 1.04e+2 β 1.05e+2 1.06e+2 1.07e+2 1.08e+2 1.09e+2 β 1.10e+2 1.11e+2 1.12e+2 1.13e+2 1.14e+2 β 1.15e+2 1.16e+2 1.17e+2 1.18e+2 1.19e+2 ββ
- ββ β 1.20e+2 1.21e+2 1.22e+2 1.23e+2 1.24e+2 β 1.25e+2 1.26e+2 1.27e+2 1.28e+2 1.29e+2 β 1.30e+2 1.31e+2 1.32e+2 1.33e+2 1.34e+2 β 1.35e+2 1.36e+2 1.37e+2 1.38e+2 1.39e+2 ββ
- βββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββ€β
- ββ1 @ 2 β 1.40e+2 1.41e+2 1.42e+2 1.43e+2 1.44e+2 β 1.45e+2 1.46e+2 1.47e+2 1.48e+2 1.49e+2 β 1.50e+2 1.51e+2 1.52e+2 1.53e+2 1.54e+2 β 1.55e+2 1.56e+2 1.57e+2 1.58e+2 1.59e+2 ββ
- ββaxis 3β 1.60e+2 1.61e+2 1.62e+2 1.63e+2 1.64e+2 β 1.65e+2 1.66e+2 1.67e+2 1.68e+2 1.69e+2 β 1.70e+2 1.71e+2 1.72e+2 1.73e+2 1.74e+2 β 1.75e+2 1.76e+2 1.77e+2 1.78e+2 1.79e+2 ββ
- ββ β ... ... ... ... ... β ... ... ... ... ... β ... ... ... ... ... β ... ... ... ... ... ββ
- ββ β 2.40e+2 2.41e+2 2.42e+2 2.43e+2 2.44e+2 β 2.45e+2 2.46e+2 2.47e+2 2.48e+2 2.49e+2 β 2.50e+2 2.51e+2 2.52e+2 2.53e+2 2.54e+2 β 2.55e+2 2.56e+2 2.57e+2 2.58e+2 2.59e+2 ββ
- ββ β 2.60e+2 2.61e+2 2.62e+2 2.63e+2 2.64e+2 β 2.65e+2 2.66e+2 2.67e+2 2.68e+2 2.69e+2 β 2.70e+2 2.71e+2 2.72e+2 2.73e+2 2.74e+2 β 2.75e+2 2.76e+2 2.77e+2 2.78e+2 2.79e+2 ββ
- βββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββ€β
- ββ~~~~~ β ... β ... β ... β ... ββ
- ββaxis 3β β β β ββ
- βββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββ€β
- ββ4 @ 2 β 5.60e+2 5.61e+2 5.62e+2 5.63e+2 5.64e+2 β 5.65e+2 5.66e+2 5.67e+2 5.68e+2 5.69e+2 β 5.70e+2 5.71e+2 5.72e+2 5.73e+2 5.74e+2 β 5.75e+2 5.76e+2 5.77e+2 5.78e+2 5.79e+2 ββ
- ββaxis 3β 5.80e+2 5.81e+2 5.82e+2 5.83e+2 5.84e+2 β 5.85e+2 5.86e+2 5.87e+2 5.88e+2 5.89e+2 β 5.90e+2 5.91e+2 5.92e+2 5.93e+2 5.94e+2 β 5.95e+2 5.96e+2 5.97e+2 5.98e+2 5.99e+2 ββ
- ββ β ... ... ... ... ... β ... ... ... ... ... β ... ... ... ... ... β ... ... ... ... ... ββ
- ββ β 6.60e+2 6.61e+2 6.62e+2 6.63e+2 6.64e+2 β 6.65e+2 6.66e+2 6.67e+2 6.68e+2 6.69e+2 β 6.70e+2 6.71e+2 6.72e+2 6.73e+2 6.74e+2 β 6.75e+2 6.76e+2 6.77e+2 6.78e+2 6.79e+2 ββ
- ββ β 6.80e+2 6.81e+2 6.82e+2 6.83e+2 6.84e+2 β 6.85e+2 6.86e+2 6.87e+2 6.88e+2 6.89e+2 β 6.90e+2 6.91e+2 6.92e+2 6.93e+2 6.94e+2 β 6.95e+2 6.96e+2 6.97e+2 6.98e+2 6.99e+2 ββ
- βββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββ€β
- ββ5 @ 2 β 7.00e+2 7.01e+2 7.02e+2 7.03e+2 7.04e+2 β 7.05e+2 7.06e+2 7.07e+2 7.08e+2 7.09e+2 β 7.10e+2 7.11e+2 7.12e+2 7.13e+2 7.14e+2 β 7.15e+2 7.16e+2 7.17e+2 7.18e+2 7.19e+2 ββ
- ββaxis 3β 7.20e+2 7.21e+2 7.22e+2 7.23e+2 7.24e+2 β 7.25e+2 7.26e+2 7.27e+2 7.28e+2 7.29e+2 β 7.30e+2 7.31e+2 7.32e+2 7.33e+2 7.34e+2 β 7.35e+2 7.36e+2 7.37e+2 7.38e+2 7.39e+2 ββ
- ββ β ... ... ... ... ... β ... ... ... ... ... β ... ... ... ... ... β ... ... ... ... ... ββ
- ββ β 8.00e+2 8.01e+2 8.02e+2 8.03e+2 8.04e+2 β 8.05e+2 8.06e+2 8.07e+2 8.08e+2 8.09e+2 β 8.10e+2 8.11e+2 8.12e+2 8.13e+2 8.14e+2 β 8.15e+2 8.16e+2 8.17e+2 8.18e+2 8.19e+2 ββ
- ββ β 8.20e+2 8.21e+2 8.22e+2 8.23e+2 8.24e+2 β 8.25e+2 8.26e+2 8.27e+2 8.28e+2 8.29e+2 β 8.30e+2 8.31e+2 8.32e+2 8.33e+2 8.34e+2 β 8.35e+2 8.36e+2 8.37e+2 8.38e+2 8.39e+2 ββ
- βββββββββ΄ββββββββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββββββββββββββββββββββββββββββββ΄βββββββββββββββββββββββββββββββββββββββββββββββ
- ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ€
- βββββββββ¬ββββββββββββββββββββββββββββββββββββββββββββββ¬ββββββββββββββββββββββββββββββββββββββββββββββ¬ββββββββββββββββββββββββββββββββββββββββββββββ¬βββββββββββββββββββββββββββββββββββββββββββββββ
- ββ1 @ 1 β0 @ 4 β1 @ 4 β2 @ 4 β3 @ 4 ββ
- ββ βaxis 5 βaxis 5 βaxis 5 βaxis 5 ββ
- βββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββ€β
- ββ0 @ 2 β 8.40e+2 8.41e+2 8.42e+2 8.43e+2 8.44e+2 β 8.45e+2 8.46e+2 8.47e+2 8.48e+2 8.49e+2 β 8.50e+2 8.51e+2 8.52e+2 8.53e+2 8.54e+2 β 8.55e+2 8.56e+2 8.57e+2 8.58e+2 8.59e+2 ββ
- ββaxis 3β 8.60e+2 8.61e+2 8.62e+2 8.63e+2 8.64e+2 β 8.65e+2 8.66e+2 8.67e+2 8.68e+2 8.69e+2 β 8.70e+2 8.71e+2 8.72e+2 8.73e+2 8.74e+2 β 8.75e+2 8.76e+2 8.77e+2 8.78e+2 8.79e+2 ββ
- ββ β ... ... ... ... ... β ... ... ... ... ... β ... ... ... ... ... β ... ... ... ... ... ββ
- ββ β 9.40e+2 9.41e+2 9.42e+2 9.43e+2 9.44e+2 β 9.45e+2 9.46e+2 9.47e+2 9.48e+2 9.49e+2 β 9.50e+2 9.51e+2 9.52e+2 9.53e+2 9.54e+2 β 9.55e+2 9.56e+2 9.57e+2 9.58e+2 9.59e+2 ββ
- ββ β 9.60e+2 9.61e+2 9.62e+2 9.63e+2 9.64e+2 β 9.65e+2 9.66e+2 9.67e+2 9.68e+2 9.69e+2 β 9.70e+2 9.71e+2 9.72e+2 9.73e+2 9.74e+2 β 9.75e+2 9.76e+2 9.77e+2 9.78e+2 9.79e+2 ββ
- βββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββ€β
- ββ1 @ 2 β 9.80e+2 9.81e+2 9.82e+2 9.83e+2 9.84e+2 β 9.85e+2 9.86e+2 9.87e+2 9.88e+2 9.89e+2 β 9.90e+2 9.91e+2 9.92e+2 9.93e+2 9.94e+2 β 9.95e+2 9.96e+2 9.97e+2 9.98e+2 9.99e+2 ββ
- ββaxis 3β 1.00e+3 1.00e+3 1.00e+3 1.00e+3 1.00e+3 β 1.00e+3 1.00e+3 1.00e+3 1.00e+3 1.00e+3 β 1.01e+3 1.01e+3 1.01e+3 1.01e+3 1.01e+3 β 1.01e+3 1.01e+3 1.01e+3 1.01e+3 1.01e+3 ββ
- ββ β ... ... ... ... ... β ... ... ... ... ... β ... ... ... ... ... β ... ... ... ... ... ββ
- ββ β 1.08e+3 1.08e+3 1.08e+3 1.08e+3 1.08e+3 β 1.08e+3 1.08e+3 1.08e+3 1.08e+3 1.08e+3 β 1.09e+3 1.09e+3 1.09e+3 1.09e+3 1.09e+3 β 1.09e+3 1.09e+3 1.09e+3 1.09e+3 1.09e+3 ββ
- ββ β 1.10e+3 1.10e+3 1.10e+3 1.10e+3 1.10e+3 β 1.10e+3 1.10e+3 1.10e+3 1.10e+3 1.10e+3 β 1.11e+3 1.11e+3 1.11e+3 1.11e+3 1.11e+3 β 1.11e+3 1.11e+3 1.11e+3 1.11e+3 1.11e+3 ββ
- βββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββ€β
- ββ~~~~~ β ... β ... β ... β ... ββ
- ββaxis 3β β β β ββ
- βββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββ€β
- ββ4 @ 2 β 1.40e+3 1.40e+3 1.40e+3 1.40e+3 1.40e+3 β 1.40e+3 1.40e+3 1.40e+3 1.40e+3 1.40e+3 β 1.41e+3 1.41e+3 1.41e+3 1.41e+3 1.41e+3 β 1.41e+3 1.41e+3 1.41e+3 1.41e+3 1.41e+3 ββ
- ββaxis 3β 1.42e+3 1.42e+3 1.42e+3 1.42e+3 1.42e+3 β 1.42e+3 1.42e+3 1.42e+3 1.42e+3 1.42e+3 β 1.43e+3 1.43e+3 1.43e+3 1.43e+3 1.43e+3 β 1.43e+3 1.43e+3 1.43e+3 1.43e+3 1.43e+3 ββ
- ββ β ... ... ... ... ... β ... ... ... ... ... β ... ... ... ... ... β ... ... ... ... ... ββ
- ββ β 1.50e+3 1.50e+3 1.50e+3 1.50e+3 1.50e+3 β 1.50e+3 1.50e+3 1.50e+3 1.50e+3 1.50e+3 β 1.51e+3 1.51e+3 1.51e+3 1.51e+3 1.51e+3 β 1.51e+3 1.51e+3 1.51e+3 1.51e+3 1.51e+3 ββ
- ββ β 1.52e+3 1.52e+3 1.52e+3 1.52e+3 1.52e+3 β 1.52e+3 1.52e+3 1.52e+3 1.52e+3 1.52e+3 β 1.53e+3 1.53e+3 1.53e+3 1.53e+3 1.53e+3 β 1.53e+3 1.53e+3 1.53e+3 1.53e+3 1.53e+3 ββ
- βββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββ€β
- ββ5 @ 2 β 1.54e+3 1.54e+3 1.54e+3 1.54e+3 1.54e+3 β 1.54e+3 1.54e+3 1.54e+3 1.54e+3 1.54e+3 β 1.55e+3 1.55e+3 1.55e+3 1.55e+3 1.55e+3 β 1.55e+3 1.55e+3 1.55e+3 1.55e+3 1.55e+3 ββ
- ββaxis 3β 1.56e+3 1.56e+3 1.56e+3 1.56e+3 1.56e+3 β 1.56e+3 1.56e+3 1.56e+3 1.56e+3 1.56e+3 β 1.57e+3 1.57e+3 1.57e+3 1.57e+3 1.57e+3 β 1.57e+3 1.57e+3 1.57e+3 1.57e+3 1.57e+3 ββ
- ββ β ... ... ... ... ... β ... ... ... ... ... β ... ... ... ... ... β ... ... ... ... ... ββ
- ββ β 1.64e+3 1.64e+3 1.64e+3 1.64e+3 1.64e+3 β 1.64e+3 1.64e+3 1.64e+3 1.64e+3 1.64e+3 β 1.65e+3 1.65e+3 1.65e+3 1.65e+3 1.65e+3 β 1.65e+3 1.65e+3 1.65e+3 1.65e+3 1.65e+3 ββ
- ββ β 1.66e+3 1.66e+3 1.66e+3 1.66e+3 1.66e+3 β 1.66e+3 1.66e+3 1.66e+3 1.66e+3 1.66e+3 β 1.67e+3 1.67e+3 1.67e+3 1.67e+3 1.67e+3 β 1.67e+3 1.67e+3 1.67e+3 1.67e+3 1.67e+3 ββ
- βββββββββ΄ββββββββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββββββββββββββββββββββββββββββββ΄βββββββββββββββββββββββββββββββββββββββββββββββ
- ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ€
- βββββββββ¬ββββββββββββββββββββββββββββββββββββββββββββββ¬ββββββββββββββββββββββββββββββββββββββββββββββ¬ββββββββββββββββββββββββββββββββββββββββββββββ¬βββββββββββββββββββββββββββββββββββββββββββββββ
- ββ2 @ 1 β0 @ 4 β1 @ 4 β2 @ 4 β3 @ 4 ββ
- ββ βaxis 5 βaxis 5 βaxis 5 βaxis 5 ββ
- βββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββ€β
- ββ0 @ 2 β 1.68e+3 1.68e+3 1.68e+3 1.68e+3 1.68e+3 β 1.68e+3 1.68e+3 1.68e+3 1.68e+3 1.68e+3 β 1.69e+3 1.69e+3 1.69e+3 1.69e+3 1.69e+3 β 1.69e+3 1.69e+3 1.69e+3 1.69e+3 1.69e+3 ββ
- ββaxis 3β 1.70e+3 1.70e+3 1.70e+3 1.70e+3 1.70e+3 β 1.70e+3 1.70e+3 1.70e+3 1.70e+3 1.70e+3 β 1.71e+3 1.71e+3 1.71e+3 1.71e+3 1.71e+3 β 1.71e+3 1.71e+3 1.71e+3 1.71e+3 1.71e+3 ββ
- ββ β ... ... ... ... ... β ... ... ... ... ... β ... ... ... ... ... β ... ... ... ... ... ββ
- ββ β 1.78e+3 1.78e+3 1.78e+3 1.78e+3 1.78e+3 β 1.78e+3 1.78e+3 1.78e+3 1.78e+3 1.78e+3 β 1.79e+3 1.79e+3 1.79e+3 1.79e+3 1.79e+3 β 1.79e+3 1.79e+3 1.79e+3 1.79e+3 1.79e+3 ββ
- ββ β 1.80e+3 1.80e+3 1.80e+3 1.80e+3 1.80e+3 β 1.80e+3 1.80e+3 1.80e+3 1.80e+3 1.80e+3 β 1.81e+3 1.81e+3 1.81e+3 1.81e+3 1.81e+3 β 1.81e+3 1.81e+3 1.81e+3 1.81e+3 1.81e+3 ββ
- βββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββ€β
- ββ1 @ 2 β 1.82e+3 1.82e+3 1.82e+3 1.82e+3 1.82e+3 β 1.82e+3 1.82e+3 1.82e+3 1.82e+3 1.82e+3 β 1.83e+3 1.83e+3 1.83e+3 1.83e+3 1.83e+3 β 1.83e+3 1.83e+3 1.83e+3 1.83e+3 1.83e+3 ββ
- ββaxis 3β 1.84e+3 1.84e+3 1.84e+3 1.84e+3 1.84e+3 β 1.84e+3 1.84e+3 1.84e+3 1.84e+3 1.84e+3 β 1.85e+3 1.85e+3 1.85e+3 1.85e+3 1.85e+3 β 1.85e+3 1.85e+3 1.85e+3 1.85e+3 1.85e+3 ββ
- ββ β ... ... ... ... ... β ... ... ... ... ... β ... ... ... ... ... β ... ... ... ... ... ββ
- ββ β 1.92e+3 1.92e+3 1.92e+3 1.92e+3 1.92e+3 β 1.92e+3 1.92e+3 1.92e+3 1.92e+3 1.92e+3 β 1.93e+3 1.93e+3 1.93e+3 1.93e+3 1.93e+3 β 1.93e+3 1.93e+3 1.93e+3 1.93e+3 1.93e+3 ββ
- ββ β 1.94e+3 1.94e+3 1.94e+3 1.94e+3 1.94e+3 β 1.94e+3 1.94e+3 1.94e+3 1.94e+3 1.94e+3 β 1.95e+3 1.95e+3 1.95e+3 1.95e+3 1.95e+3 β 1.95e+3 1.95e+3 1.95e+3 1.95e+3 1.95e+3 ββ
- βββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββ€β
- ββ~~~~~ β ... β ... β ... β ... ββ
- ββaxis 3β β β β ββ
- βββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββ€β
- ββ4 @ 2 β 2.24e+3 2.24e+3 2.24e+3 2.24e+3 2.24e+3 β 2.24e+3 2.24e+3 2.24e+3 2.24e+3 2.24e+3 β 2.25e+3 2.25e+3 2.25e+3 2.25e+3 2.25e+3 β 2.25e+3 2.25e+3 2.25e+3 2.25e+3 2.25e+3 ββ
- ββaxis 3β 2.26e+3 2.26e+3 2.26e+3 2.26e+3 2.26e+3 β 2.26e+3 2.26e+3 2.26e+3 2.26e+3 2.26e+3 β 2.27e+3 2.27e+3 2.27e+3 2.27e+3 2.27e+3 β 2.27e+3 2.27e+3 2.27e+3 2.27e+3 2.27e+3 ββ
- ββ β ... ... ... ... ... β ... ... ... ... ... β ... ... ... ... ... β ... ... ... ... ... ββ
- ββ β 2.34e+3 2.34e+3 2.34e+3 2.34e+3 2.34e+3 β 2.34e+3 2.34e+3 2.34e+3 2.34e+3 2.34e+3 β 2.35e+3 2.35e+3 2.35e+3 2.35e+3 2.35e+3 β 2.35e+3 2.35e+3 2.35e+3 2.35e+3 2.35e+3 ββ
- ββ β 2.36e+3 2.36e+3 2.36e+3 2.36e+3 2.36e+3 β 2.36e+3 2.36e+3 2.36e+3 2.36e+3 2.36e+3 β 2.37e+3 2.37e+3 2.37e+3 2.37e+3 2.37e+3 β 2.37e+3 2.37e+3 2.37e+3 2.37e+3 2.37e+3 ββ
- βββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββ€β
- ββ5 @ 2 β 2.38e+3 2.38e+3 2.38e+3 2.38e+3 2.38e+3 β 2.38e+3 2.38e+3 2.38e+3 2.38e+3 2.38e+3 β 2.39e+3 2.39e+3 2.39e+3 2.39e+3 2.39e+3 β 2.39e+3 2.39e+3 2.39e+3 2.39e+3 2.39e+3 ββ
- ββaxis 3β 2.40e+3 2.40e+3 2.40e+3 2.40e+3 2.40e+3 β 2.40e+3 2.40e+3 2.40e+3 2.40e+3 2.40e+3 β 2.41e+3 2.41e+3 2.41e+3 2.41e+3 2.41e+3 β 2.41e+3 2.41e+3 2.41e+3 2.41e+3 2.41e+3 ββ
- ββ β ... ... ... ... ... β ... ... ... ... ... β ... ... ... ... ... β ... ... ... ... ... ββ
- ββ β 2.48e+3 2.48e+3 2.48e+3 2.48e+3 2.48e+3 β 2.48e+3 2.48e+3 2.48e+3 2.48e+3 2.48e+3 β 2.49e+3 2.49e+3 2.49e+3 2.49e+3 2.49e+3 β 2.49e+3 2.49e+3 2.49e+3 2.49e+3 2.49e+3 ββ
- ββ β 2.50e+3 2.50e+3 2.50e+3 2.50e+3 2.50e+3 β 2.50e+3 2.50e+3 2.50e+3 2.50e+3 2.50e+3 β 2.51e+3 2.51e+3 2.51e+3 2.51e+3 2.51e+3 β 2.51e+3 2.51e+3 2.51e+3 2.51e+3 2.51e+3 ββ
- βββββββββ΄ββββββββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββββββββββββββββββββββββββββββββ΄βββββββββββββββββββββββββββββββββββββββββββββββ
- ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
- |}];
+ {| [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
- {|
- βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
- β[0]: r2x4x3 shape 0:2|2:3->1:4 β
- βββββββββ¬βββββββββββββββββββββββββ¬βββββββββββββββββββββββββββββ
- ββ β0 @ 0 β1 @ 0 ββ
- ββ βaxis 2 βaxis 2 ββ
- βββββββββΌβββββββββββββββββββββββββΌββββββββββββββββββββββββββββ€β
- ββaxis 1β 0.00 1.00 2.00 β 1.20e+1 1.30e+1 1.40e+1 ββ
- ββ β 3.00 4.00 5.00 β 1.50e+1 1.60e+1 1.70e+1 ββ
- ββ β 6.00 7.00 8.00 β 1.80e+1 1.90e+1 2.00e+1 ββ
- ββ β 9.00 1.00e+1 1.10e+1 β 2.10e+1 2.20e+1 2.30e+1 ββ
- βββββββββ΄βββββββββββββββββββββββββ΄βββββββββββββββββββββββββββββ
- βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
- |}];
+ {| [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
- {|
- ββββββββββββββββββββ
- β[0]: r2 shape 0:2 β
- βββ¬βββββββββββββ β
- βββaxis 0 β β
- βββΌβββββββββββββ€ β
- βββ 0.00 1.00 β β
- βββ΄βββββββββββββ β
- ββββββββββββββββββββ
- |}];
+ {| [0]: r2 shape 0:2 <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ b;
[%expect
- {|
- βββββββββββββββββββββββ
- β[1]: r3 shape 0:3 β
- βββ¬ββββββββββββββββββββ
- βββaxis 0 ββ
- βββΌβββββββββββββββββββ€β
- βββ 0.00 1.00 2.00 ββ
- βββ΄ββββββββββββββββββββ
- βββββββββββββββββββββββ
- |}];
+ {| [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
- {|
- βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
- β[5]: r2x4x3 shape 0:2|2:3->1:4 β
- βββββββββ¬βββββββββββββββββββββββββ¬βββββββββββββββββββββββββββββ
- ββ β0 @ 0 β1 @ 0 ββ
- ββ βaxis 2 βaxis 2 ββ
- βββββββββΌβββββββββββββββββββββββββΌββββββββββββββββββββββββββββ€β
- ββaxis 1β 0.00 1.00 2.00 β 1.20e+1 1.30e+1 1.40e+1 ββ
- ββ β 3.00 4.00 5.00 β 1.50e+1 1.60e+1 1.70e+1 ββ
- ββ β 6.00 7.00 8.00 β 1.80e+1 1.90e+1 2.00e+1 ββ
- ββ β 9.00 1.00e+1 1.10e+1 β 2.10e+1 2.20e+1 2.30e+1 ββ
- βββββββββ΄βββββββββββββββββββββββββ΄βββββββββββββββββββββββββββββ
- βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
- |}];
+ {| [5]: r2x4x3 shape 0:2|2:3->1:4 <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ b;
[%expect
- {|
- ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
- β[6]: r5x7x6 shape 0:5|2:6->1:7 β
- βββββββββ¬ββββββββββββββββββββββββββββββββββββββββββ¬ββββββββββββββββββββββββββββββββββββββββββ¬ββββββββββββββββββββββββββββββββββββββββββ¬ββββββββββββββββββββββββββββββββββββββββββ¬βββββββββββββββββββββββββββββββββββββββββββ
- ββ β0 @ 0 β1 @ 0 β2 @ 0 β3 @ 0 β4 @ 0 ββ
- ββ βaxis 2 βaxis 2 βaxis 2 βaxis 2 βaxis 2 ββ
- βββββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββ€β
- ββaxis 1β 0.00 1.00 ... 4.00 5.00 β 4.20e+1 4.30e+1 ... 4.60e+1 4.70e+1 β 8.40e+1 8.50e+1 ... 8.80e+1 8.90e+1 β 1.26e+2 1.27e+2 ... 1.30e+2 1.31e+2 β 1.68e+2 1.69e+2 ... 1.72e+2 1.73e+2 ββ
- ββ β 6.00 7.00 ... 1.00e+1 1.10e+1 β 4.80e+1 4.90e+1 ... 5.20e+1 5.30e+1 β 9.00e+1 9.10e+1 ... 9.40e+1 9.50e+1 β 1.32e+2 1.33e+2 ... 1.36e+2 1.37e+2 β 1.74e+2 1.75e+2 ... 1.78e+2 1.79e+2 ββ
- ββ β ... ... ... ... ... β ... ... ... ... ... β ... ... ... ... ... β ... ... ... ... ... β ... ... ... ... ... ββ
- ββ β 3.00e+1 3.10e+1 ... 3.40e+1 3.50e+1 β 7.20e+1 7.30e+1 ... 7.60e+1 7.70e+1 β 1.14e+2 1.15e+2 ... 1.18e+2 1.19e+2 β 1.56e+2 1.57e+2 ... 1.60e+2 1.61e+2 β 1.98e+2 1.99e+2 ... 2.02e+2 2.03e+2 ββ
- ββ β 3.60e+1 3.70e+1 ... 4.00e+1 4.10e+1 β 7.80e+1 7.90e+1 ... 8.20e+1 8.30e+1 β 1.20e+2 1.21e+2 ... 1.24e+2 1.25e+2 β 1.62e+2 1.63e+2 ... 1.66e+2 1.67e+2 β 2.04e+2 2.05e+2 ... 2.08e+2 2.09e+2 ββ
- βββββββββ΄ββββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββββββββββββββββββββββββββββ΄βββββββββββββββββββββββββββββββββββββββββββ
- ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
- |}];
+ {| [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
- {|
- βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
- β[0]: r2x4x3 shape 0:2|2:3->1:4 β
- βββββββββ¬βββββββββββββββββββββββββ¬βββββββββββββββββββββββββββββ
- ββ β0 @ 0 β1 @ 0 ββ
- ββ βaxis 2 βaxis 2 ββ
- βββββββββΌβββββββββββββββββββββββββΌββββββββββββββββββββββββββββ€β
- ββaxis 1β 0.00 1.00 2.00 β 1.20e+1 1.30e+1 1.40e+1 ββ
- ββ β 3.00 4.00 5.00 β 1.50e+1 1.60e+1 1.70e+1 ββ
- ββ β 6.00 7.00 8.00 β 1.80e+1 1.90e+1 2.00e+1 ββ
- ββ β 9.00 1.00e+1 1.10e+1 β 2.10e+1 2.20e+1 2.30e+1 ββ
- βββββββββ΄βββββββββββββββββββββββββ΄βββββββββββββββββββββββββββββ
- βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
- |}];
+ {| [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
- {|
- ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
- β[3]: r2x3x6x7x4x5 shape 0:2,1:3|4:4,5:5->2:6,3:7 β
- βββββββββ¬ββββββββββββββββββββββββββββββββββββββββββββββ¬ββββββββββββββββββββββββββββββββββββββββββββββ¬ββββββββββββββββββββββββββββββββββββββββββββββ¬βββββββββββββββββββββββββββββββββββββββββββββββ
- ββ0 @ 1 β0 @ 4 β1 @ 4 β2 @ 4 β3 @ 4 ββ
- ββ βaxis 5 βaxis 5 βaxis 5 βaxis 5 ββ
- βββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββββββββββββββββββββ€β
...TRUNCATED BY DUNE...
- βββββββββΌβββββββββββββ€ β
- ββaxis 0β 0.00 1.00 β β
- ββ β 2.00 3.00 β β
- ββ β 4.00 5.00 β β
- βββββββββ΄βββββββββββββ β
- βββββββββββββββββββββββββββ
- |}];
+ {| [3]: r3x2 shape 1:2->0:3 <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ e;
[%expect
- {|
- βββββββββββββββββββββββββββββββββββββββββ
- β[4]: r3x4 shape 1:4->0:3 β
- βββββββββ¬ββββββββββββββββββββββββββββββββ
- ββ βaxis 1 ββ
- βββββββββΌβββββββββββββββββββββββββββββββ€β
- ββaxis 0β 0.00 1.00 2.00 3.00 ββ
- ββ β 4.00 5.00 6.00 7.00 ββ
- ββ β 8.00 9.00 1.00e+1 1.10e+1 ββ
- βββββββββ΄ββββββββββββββββββββββββββββββββ
- βββββββββββββββββββββββββββββββββββββββββ
- |}];
+ {| [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
- {|
- βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
- β[0]: r2x4x3 shape 0:2|2:3->1:4 β
- βββββββββ¬βββββββββββββββββββββββββ¬βββββββββββββββββββββββββββββ
- ββ β0 @ 0 β1 @ 0 ββ
- ββ βaxis 2 βaxis 2 ββ
- βββββββββΌβββββββββββββββββββββββββΌββββββββββββββββββββββββββββ€β
- ββaxis 1β 0.00 1.00 2.00 β 1.20e+1 1.30e+1 1.40e+1 ββ
- ββ β 3.00 4.00 5.00 β 1.50e+1 1.60e+1 1.70e+1 ββ
- ββ β 6.00 7.00 8.00 β 1.80e+1 1.90e+1 2.00e+1 ββ
- ββ β 9.00 1.00e+1 1.10e+1 β 2.10e+1 2.20e+1 2.30e+1 ββ
- βββββββββ΄βββββββββββββββββββββββββ΄βββββββββββββββββββββββββββββ
- βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
- |}];
+ {| [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
- {|
- βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
- β[0]: r2x4x3 shape 0:2|2:3->1:4 β
- βββββββββ¬βββββββββββββββββββββββββ¬βββββββββββββββββββββββββββββ
- ββ β0 @ 0 β1 @ 0 ββ
- ββ βaxis 2 βaxis 2 ββ
- βββββββββΌβββββββββββββββββββββββββΌββββββββββββββββββββββββββββ€β
- ββaxis 1β 0.00 1.00 2.00 β 1.20e+1 1.30e+1 1.40e+1 ββ
- ββ β 3.00 4.00 5.00 β 1.50e+1 1.60e+1 1.70e+1 ββ
- ββ β 6.00 7.00 8.00 β 1.80e+1 1.90e+1 2.00e+1 ββ
- ββ β 9.00 1.00e+1 1.10e+1 β 2.10e+1 2.20e+1 2.30e+1 ββ
- βββββββββ΄βββββββββββββββββββββββββ΄βββββββββββββββββββββββββββββ
- βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
- |}];
+ {| [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
- {|
- βββββββββββββββββββββββββββ
- β[3]: r3x2 shape 1:2->0:3 β
- βββββββββ¬βββββββββββββ β
- ββ βaxis 1 β β
- βββββββββΌβββββββββββββ€ β
- ββaxis 0β 0.00 1.00 β β
- ββ β 2.00 3.00 β β
- ββ β 4.00 5.00 β β
- βββββββββ΄βββββββββββββ β
- βββββββββββββββββββββββββββ
- |}];
+ {| [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
- {|
- βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
- β[0]: r3x2x4 shape 0:3|2:4->1:2 β
- βββββββββ¬βββββββββββββββββββββββββ¬βββββββββββββββββββββββββββββββββββββ¬ββββββββββββββββββββββββββββββββββββββ
- ββ β0 @ 0 β1 @ 0 β2 @ 0 ββ
- ββ βaxis 2 βaxis 2 βaxis 2 ββ
- βββββββββΌβββββββββββββββββββββββββΌβββββββββββββββββββββββββββββββββββββΌβββββββββββββββββββββββββββββββββββββ€β
- ββaxis 1β 0.00 1.00 2.00 3.00 β 8.00 9.00 1.00e+1 1.10e+1 β 1.60e+1 1.70e+1 1.80e+1 1.90e+1 ββ
- ββ β 4.00 5.00 6.00 7.00 β 1.20e+1 1.30e+1 1.40e+1 1.50e+1 β 2.00e+1 2.10e+1 2.20e+1 2.30e+1 ββ
- βββββββββ΄βββββββββββββββββββββββββ΄βββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββββββββββββββββββββββββ
- βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
- |}];
+ {| [0]: r3x2x4 shape 0:3|2:4->1:2 <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ b;
[%expect
- {|
- ββββββββββββββββββββββββββββββββββ
- β[1]: r3x4x1 shape 0:3|2:1->1:4 β
- βββββββββ¬βββββββ¬βββββββ¬βββββββββββ
- ββ β0 @ 0 β1 @ 0 β2 @ 0 ββ
- ββ βaxis 2βaxis 2βaxis 2 ββ
- βββββββββΌβββββββΌβββββββΌββββββββββ€β
- ββaxis 1β 0.00 β 4.00 β 8.00 ββ
- ββ β 1.00 β 5.00 β 9.00 ββ
- ββ β 2.00 β 6.00 β 1.00e+1 ββ
- ββ β 3.00 β 7.00 β 1.10e+1 ββ
- βββββββββ΄βββββββ΄βββββββ΄βββββββββββ
- ββββββββββββββββββββββββββββββββββ
- |}];
+ {| [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
{|
- ββββββββββββββββββββββββββββββββββ
- β[9]: ;=>+ shape 0:4,1:5,2:6,3:3 β
- βββββββββ¬βββββββββββββββββββ β
- ββ0 @ 0 βaxis 3 β β
- βββββββββΌβββββββββββββββββββ€ β
- ββ0 @ 1 β 0.00 0.00 0.00 β β
- ββaxis 2β 0.00 0.00 1.00 β β
- ββ β ... ... ... β β
- ββ β 0.00 0.00 4.00 β β
- ββ β 0.00 0.00 5.00 β β
- βββββββββΌβββββββββββββββββββ€ β
- ββ1 @ 1 β 0.00 1.00 0.00 β β
- ββaxis 2β 0.00 1.00 1.00 β β
- ββ β ... ... ... β β
- ββ β 0.00 1.00 4.00 β β
- ββ β 0.00 1.00 5.00 β β
- βββββββββΌβββββββββββββββββββ€ β
- ββ2 @ 1 β 0.00 2.00 0.00 β β
- ββaxis 2β 0.00 2.00 1.00 β β
- ββ β ... ... ... β β
- ββ β 0.00 2.00 4.00 β β
- ββ β 0.00 2.00 5.00 β β
- βββββββββΌβββββββββββββββββββ€ β
- ββ3 @ 1 β 0.00 3.00 0.00 β β
- ββaxis 2β 0.00 3.00 1.00 β β
- ββ β ... ... ... β β
- ββ β 0.00 3.00 4.00 β β
- ββ β 0.00 3.00 5.00 β β
- βββββββββΌβββββββββββββββββββ€ β
- ββ4 @ 1 β 0.00 4.00 0.00 β β
- ββaxis 2β 0.00 4.00 1.00 β β
- ββ β ... ... ... β β
- ββ β 0.00 4.00 4.00 β β
- ββ β 0.00 4.00 5.00 β β
- βββββββββ΄βββββββββββββββββββ β
- ββββββββββββββββββββββββββββββββββ€
- βββββββββ¬βββββββββββββββββββ β
- ββ1 @ 0 βaxis 3 β β
- βββββββββΌβββββββββββββββββββ€ β
- ββ0 @ 1 β 1.00 0.00 0.00 β β
- ββaxis 2β 1.00 0.00 1.00 β β
- ββ β ... ... ... β β
- ββ β 1.00 0.00 4.00 β β
- ββ β 1.00 0.00 5.00 β β
- βββββββββΌβββββββββββββββββββ€ β
- ββ1 @ 1 β 1.00 1.00 0.00 β β
- ββaxis 2β 1.00 1.00 1.00 β β
- ββ β ... ... ... β β
- ββ β 1.00 1.00 4.00 β β
- ββ β 1.00 1.00 5.00 β β
- βββββββββΌβββββββββββββββββββ€ β
- ββ2 @ 1 β 1.00 2.00 0.00 β β
- ββaxis 2β 1.00 2.00 1.00 β β
- ββ β ... ... ... β β
- ββ β 1.00 2.00 4.00 β β
- ββ β 1.00 2.00 5.00 β β
- βββββββββΌβββββββββββββββββββ€ β
- ββ3 @ 1 β 1.00 3.00 0.00 β β
- ββaxis 2β 1.00 3.00 1.00 β β
- ββ β ... ... ... β β
- ββ β 1.00 3.00 4.00 β β
- ββ β 1.00 3.00 5.00 β β
- βββββββββΌβββββββββββββββββββ€ β
- ββ4 @ 1 β 1.00 4.00 0.00 β β
- ββaxis 2β 1.00 4.00 1.00 β β
- ββ β ... ... ... β β
- ββ β 1.00 4.00 4.00 β β
- ββ β 1.00 4.00 5.00 β β
- βββββββββ΄βββββββββββββββββββ β
- ββββββββββββββββββββββββββββββββββ€
- βββββββββ¬βββββββββββββββββββ β
- ββ2 @ 0 βaxis 3 β β
- βββββββββΌβββββββββββββββββββ€ β
- ββ0 @ 1 β 2.00 0.00 0.00 β β
- ββaxis 2β 2.00 0.00 1.00 β β
- ββ β ... ... ... β β
- ββ β 2.00 0.00 4.00 β β
- ββ β 2.00 0.00 5.00 β β
- βββββββββΌβββββββββββββββββββ€ β
- ββ1 @ 1 β 2.00 1.00 0.00 β β
- ββaxis 2β 2.00 1.00 1.00 β β
- ββ β ... ... ... β β
- ββ β 2.00 1.00 4.00 β β
- ββ β 2.00 1.00 5.00 β β
- βββββββββΌβββββββββββββββββββ€ β
- ββ2 @ 1 β 2.00 2.00 0.00 β β
- ββaxis 2β 2.00 2.00 1.00 β β
- ββ β ... ... ... β β
- ββ β 2.00 2.00 4.00 β β
- ββ β 2.00 2.00 5.00 β β
- βββββββββΌβββββββββββββββββββ€ β
- ββ3 @ 1 β 2.00 3.00 0.00 β β
- ββaxis 2β 2.00 3.00 1.00 β β
- ββ β ... ... ... β β
- ββ β 2.00 3.00 4.00 β β
- ββ β 2.00 3.00 5.00 β β
- βββββββββΌβββββββββββββββββββ€ β
- ββ4 @ 1 β 2.00 4.00 0.00 β β
- ββaxis 2β 2.00 4.00 1.00 β β
- ββ β ... ... ... β β
- ββ β 2.00 4.00 4.00 β β
- ββ β 2.00 4.00 5.00 β β
- βββββββββ΄βββββββββββββββββββ β
- ββββββββββββββββββββββββββββββββββ€
- βββββββββ¬βββββββββββββββββββ β
- ββ3 @ 0 βaxis 3 β β
- βββββββββΌβββββββββββββββββββ€ β
- ββ0 @ 1 β 3.00 0.00 0.00 β β
- ββaxis 2β 3.00 0.00 1.00 β β
- ββ β ... ... ... β β
- ββ β 3.00 0.00 4.00 β β
- ββ β 3.00 0.00 5.00 β β
- βββββββββΌβββββββββββββββββββ€ β
- ββ1 @ 1 β 3.00 1.00 0.00 β β
- ββaxis 2β 3.00 1.00 1.00 β β
- ββ β ... ... ... β β
- ββ β 3.00 1.00 4.00 β β
- ββ β 3.00 1.00 5.00 β β
- βββββββββΌβββββββββββββββββββ€ β
- ββ2 @ 1 β 3.00 2.00 0.00 β β
- ββaxis 2β 3.00 2.00 1.00 β β
- ββ β ... ... ... β β
- ββ β 3.00 2.00 4.00 β β
- ββ β 3.00 2.00 5.00 β β
- βββββββββΌβββββββββββββββββββ€ β
- ββ3 @ 1 β 3.00 3.00 0.00 β β
- ββaxis 2β 3.00 3.00 1.00 β β
- ββ β ... ... ... β β
- ββ β 3.00 3.00 4.00 β β
- ββ β 3.00 3.00 5.00 β β
- βββββββββΌβββββββββββββββββββ€ β
- ββ4 @ 1 β 3.00 4.00 0.00 β β
- ββaxis 2β 3.00 4.00 1.00 β β
- ββ β ... ... ... β β
- ββ β 3.00 4.00 4.00 β β
- ββ β 3.00 4.00 5.00 β β
- βββββββββ΄βββββββββββββββββββ β
- ββββββββββββββββββββββββββββββββββ
+ βββββββββββββββββββββββββββββββββββββββββββ
+ β[9]: ;=>+ shape 0:4,1:5,2:6,3:3 β
+ βββββββββ¬ββββββββββββββββββββββββββββββββββ
+ ββ0 @ 0 βaxis 3 ββ
+ βββββββββΌβββββββββββββββββββββββββββββββββ€β
+ ββ0 @ 1 β -2.08e+6 6.13e-41 0.00 ββ
+ ββaxis 2β -1.04e+6 3.08e+31 1.00 ββ
+ ββ β ... ... ... ββ
+ ββ β -1.03e+6 3.04e+3 4.00 ββ
+ ββ β -1.18e+21 -2.28e-26 5.00 ββ
+ βββββββββΌβββββββββββββββββββββββββββββββββ€β
+ ββ1 @ 1 β -1.04e+6 1.00 5.17e+22 ββ
+ ββaxis 2β 0.00 3.08e+31 5.17e+22 ββ
+ ββ β ... ... ... ββ
+ ββ β 2.82e+3 3.04e+3 5.17e+22 ββ
+ ββ β -1.18e+21 1.00 5.17e+22 ββ
+ βββββββββΌβββββββββββββββββββββββββββββββββ€β
+ ββ2 @ 1 β 4.23e+21 2.00 2.14e+23 ββ
+ ββaxis 2β 4.23e+21 3.08e+31 2.14e+23 ββ
+ ββ β ... ... ... ββ
+ ββ β 4.23e+21 3.04e+3 2.14e+23 ββ
+ ββ β 3.04e+21 2.00 2.14e+23 ββ
+ βββββββββΌβββββββββββββββββββββββββββββββββ€β
+ ββ3 @ 1 β -1.04e+6 3.00 -5.92e+20 ββ
+ ββaxis 2β 1.71e-7 3.08e+31 -5.92e+20 ββ
+ ββ β ... ... ... ββ
+ ββ β 2.82e+3 3.04e+3 -5.92e+20 ββ
+ ββ β -1.18e+21 3.00 -5.92e+20 ββ
+ βββββββββΌβββββββββββββββββββββββββββββββββ€β
+ ββ4 @ 1 β -1.04e+6 4.00 0.00 ββ
+ ββaxis 2β -2.28e-26 3.08e+31 1.00 ββ
+ ββ β ... ... ... ββ
+ ββ β 2.82e+3 3.04e+3 4.00 ββ
+ ββ β -1.18e+21 4.00 5.00 ββ
+ βββββββββ΄ββββββββββββββββββββββββββββββββββ
+ βββββββββββββββββββββββββββββββββββββββββββ€
+ βββββββββ¬ββββββββββββββββββββββββββββββββββ
+ ββ1 @ 0 βaxis 3 ββ
+ βββββββββΌβββββββββββββββββββββββββββββββββ€β
+ ββ0 @ 1 β -2.08e+6 1.49e+19 3.36e+3 ββ
+ ββaxis 2β -1.04e+6 3.08e+31 3.36e+3 ββ
+ ββ β ... ... ... ββ
+ ββ β -1.03e+6 1.49e+19 3.36e+3 ββ
+ ββ β -1.18e+21 1.49e+19 3.37e+3 ββ
+ βββββββββΌβββββββββββββββββββββββββββββββββ€β
+ ββ1 @ 1 β -1.04e+6 1.49e+19 5.17e+22 ββ
+ ββaxis 2β 1.00 3.08e+31 5.17e+22 ββ
+ ββ β ... ... ... ββ
+ ββ β 2.82e+3 1.49e+19 5.17e+22 ββ
+ ββ β -1.18e+21 1.49e+19 5.17e+22 ββ
+ βββββββββΌβββββββββββββββββββββββββββββββββ€β
+ ββ2 @ 1 β 4.23e+21 1.49e+19 2.14e+23 ββ
+ ββaxis 2β 4.23e+21 3.08e+31 2.14e+23 ββ
+ ββ β ... ... ... ββ
+ ββ β 4.23e+21 1.49e+19 2.14e+23 ββ
+ ββ β 3.04e+21 1.49e+19 2.14e+23 ββ
+ βββββββββΌβββββββββββββββββββββββββββββββββ€β
+ ββ3 @ 1 β -1.04e+6 1.49e+19 -5.92e+20 ββ
+ ββaxis 2β 1.00 3.08e+31 -5.92e+20 ββ
+ ββ β ... ... ... ββ
+ ββ β 2.82e+3 1.49e+19 -5.92e+20 ββ
+ ββ β -1.18e+21 1.49e+19 -5.92e+20 ββ
+ βββββββββΌβββββββββββββββββββββββββββββββββ€β
+ ββ4 @ 1 β -1.04e+6 1.49e+19 3.36e+3 ββ
+ ββaxis 2β 1.00 3.08e+31 3.36e+3 ββ
+ ββ β ... ... ... ββ
+ ββ β 2.82e+3 1.49e+19 3.36e+3 ββ
+ ββ β -1.18e+21 1.49e+19 3.37e+3 ββ
+ βββββββββ΄ββββββββββββββββββββββββββββββββββ
+ βββββββββββββββββββββββββββββββββββββββββββ€
+ βββββββββ¬ββββββββββββββββββββββββββββββββββ
+ ββ2 @ 0 βaxis 3 ββ
+ βββββββββΌβββββββββββββββββββββββββββββββββ€β
+ ββ0 @ 1 β -2.08e+6 8.47e+11 1.60e+2 ββ
+ ββaxis 2β -1.04e+6 3.08e+31 1.61e+2 ββ
+ ββ β ... ... ... ββ
+ ββ β -1.03e+6 8.47e+11 1.64e+2 ββ
+ ββ β -1.18e+21 8.47e+11 1.65e+2 ββ
+ βββββββββΌβββββββββββββββββββββββββββββββββ€β
+ ββ1 @ 1 β -1.04e+6 8.47e+11 5.17e+22 ββ
+ ββaxis 2β 2.00 3.08e+31 5.17e+22 ββ
+ ββ β ... ... ... ββ
+ ββ β 2.82e+3 8.47e+11 5.17e+22 ββ
+ ββ β -1.18e+21 8.47e+11 5.17e+22 ββ
+ βββββββββΌβββββββββββββββββββββββββββββββββ€β
+ ββ2 @ 1 β 4.23e+21 8.47e+11 2.14e+23 ββ
+ ββaxis 2β 4.23e+21 3.08e+31 2.14e+23 ββ
+ ββ β ... ... ... ββ
+ ββ β 4.23e+21 8.47e+11 2.14e+23 ββ
+ ββ β 3.04e+21 8.47e+11 2.14e+23 ββ
+ βββββββββΌβββββββββββββββββββββββββββββββββ€β
+ ββ3 @ 1 β -1.04e+6 8.47e+11 -5.92e+20 ββ
+ ββaxis 2β 2.00 3.08e+31 -5.92e+20 ββ
+ ββ β ... ... ... ββ
+ ββ β 2.82e+3 8.47e+11 -5.92e+20 ββ
+ ββ β -1.18e+21 8.47e+11 -5.92e+20 ββ
+ βββββββββΌβββββββββββββββββββββββββββββββββ€β
+ ββ4 @ 1 β -1.04e+6 8.47e+11 1.60e+2 ββ
+ ββaxis 2β 2.00 3.08e+31 1.61e+2 ββ
+ ββ β ... ... ... ββ
+ ββ β 2.82e+3 8.47e+11 1.64e+2 ββ
+ ββ β -1.18e+21 8.47e+11 1.65e+2 ββ
+ βββββββββ΄ββββββββββββββββββββββββββββββββββ
+ βββββββββββββββββββββββββββββββββββββββββββ€
+ βββββββββ¬ββββββββββββββββββββββββββββββββββ
+ ββ3 @ 0 βaxis 3 ββ
+ βββββββββΌβββββββββββββββββββββββββββββββββ€β
+ ββ0 @ 1 β -2.08e+6 2.20e+2 2.53e+2 ββ
+ ββaxis 2β -1.04e+6 3.08e+31 2.54e+2 ββ
+ ββ β ... ... ... ββ
+ ββ β -1.03e+6 3.26e+3 2.57e+2 ββ
+ ββ β -1.18e+21 2.20e+2 2.58e+2 ββ
+ βββββββββΌβββββββββββββββββββββββββββββββββ€β
+ ββ1 @ 1 β -1.04e+6 2.21e+2 5.17e+22 ββ
+ ββaxis 2β 3.00 3.08e+31 5.17e+22 ββ
+ ββ β ... ... ... ββ
+ ββ β 2.82e+3 3.26e+3 5.17e+22 ββ
+ ββ β -1.18e+21 2.21e+2 5.17e+22 ββ
+ βββββββββΌβββββββββββββββββββββββββββββββββ€β
+ ββ2 @ 1 β 4.23e+21 2.22e+2 2.14e+23 ββ
+ ββaxis 2β 4.23e+21 3.08e+31 2.14e+23 ββ
+ ββ β ... ... ... ββ
+ ββ β 4.23e+21 3.26e+3 2.14e+23 ββ
+ ββ β 3.04e+21 2.22e+2 2.14e+23 ββ
+ βββββββββΌβββββββββββββββββββββββββββββββββ€β
+ ββ3 @ 1 β -1.04e+6 2.23e+2 -5.92e+20 ββ
+ ββaxis 2β 3.00 3.08e+31 -5.92e+20 ββ
+ ββ β ... ... ... ββ
+ ββ β 2.82e+3 3.26e+3 -5.92e+20 ββ
+ ββ β -1.18e+21 2.23e+2 -5.92e+20 ββ
+ βββββββββΌβββββββββββββββββββββββββββββββββ€β
+ ββ4 @ 1 β -1.04e+6 2.24e+2 2.53e+2 ββ
+ ββaxis 2β 3.00 3.08e+31 2.54e+2 ββ
+ ββ β ... ... ... ββ
+ ββ β 2.82e+3 3.26e+3 2.57e+2 ββ
+ ββ β -1.18e+21 2.24e+2 2.58e+2 ββ
+ βββββββββ΄ββββββββββββββββββββββββββββββββββ
+ βββββββββββββββββββββββββββββββββββββββββββ
|}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ ti;
[%expect
{|
- βββββββββββββββββββββββββββββ
- β[1]: =>_ti shape 0:4,1:3 β
- βββββββββ¬ββββββββββββββββββββ
- ββ βaxis 1 ββ
- βββββββββΌβββββββββββββββββββ€β
- ββaxis 0β 0.00 0.00 0.00 ββ
- ββ β 1.00 0.00 0.00 ββ
- ββ β 2.00 0.00 0.00 ββ
- ββ β 3.00 0.00 0.00 ββ
- βββββββββ΄ββββββββββββββββββββ
- βββββββββββββββββββββββββββββ
+ ββββββββββββββββββββββββββββββββββββ
+ β[1]: =>_ti shape 0:4,1:3 β
+ βββββββββ¬βββββββββββββββββββββββββββ
+ ββ βaxis 1 ββ
+ βββββββββΌββββββββββββββββββββββββββ€β
+ ββaxis 0β 0.00 3.06e-41 0.00 ββ
+ ββ β 1.00 1.49e+19 3.36e+3 ββ
+ ββ β 2.00 8.47e+11 1.60e+2 ββ
+ ββ β 3.00 2.20e+2 2.53e+2 ββ
+ βββββββββ΄βββββββββββββββββββββββββββ
+ ββββββββββββββββββββββββββββββββββββ
|}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ tk;
[%expect
{|
- βββββββββββββββββββββββββββββ
- β[7]: =>_tk shape 0:6,1:3 β
- βββββββββ¬ββββββββββββββββββββ
- ββ βaxis 1 ββ
- βββββββββΌβββββββββββββββββββ€β
- ββaxis 0β 0.00 0.00 0.00 ββ
- ββ β 0.00 0.00 1.00 ββ
- ββ β ... ... ... ββ
- ββ β 0.00 0.00 4.00 ββ
- ββ β 0.00 0.00 5.00 ββ
- βββββββββ΄ββββββββββββββββββββ
- βββββββββββββββββββββββββββββ
+ βββββββββββββββββββββββββββββββββββββββ
+ β[7]: =>_tk shape 0:6,1:3 β
+ βββββββββ¬ββββββββββββββββββββββββββββββ
+ ββ βaxis 1 ββ
+ βββββββββΌβββββββββββββββββββββββββββββ€β
+ ββaxis 0β -1.04e+6 3.06e-41 0.00 ββ
+ ββ β 0.00 3.08e+31 1.00 ββ
+ ββ β ... ... ... ββ
+ ββ β 2.82e+3 3.04e+3 4.00 ββ
+ ββ β -1.18e+21 -2.28e-26 5.00 ββ
+ βββββββββ΄ββββββββββββββββββββββββββββββ
+ βββββββββββββββββββββββββββββββββββββββ
|}]
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
- {|
- βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
- β[0]: r3x2x4_a shape 0:3|2:4->1:2 β
- βββββββββ¬βββββββββββββββββββββββββ¬βββββββββββββββββββββββββββββββββββββ¬ββββββββββββββββββββββββββββββββββββββ
- ββ β0 @ 0 β1 @ 0 β2 @ 0 ββ
- ββ βaxis 2 βaxis 2 βaxis 2 ββ
- βββββββββΌβββββββββββββββββββββββββΌβββββββββββββββββββββββββββββββββββββΌβββββββββββββββββββββββββββββββββββββ€β
- ββaxis 1β 0.00 1.00 2.00 3.00 β 8.00 9.00 1.00e+1 1.10e+1 β 1.60e+1 1.70e+1 1.80e+1 1.90e+1 ββ
- ββ β 4.00 5.00 6.00 7.00 β 1.20e+1 1.30e+1 1.40e+1 1.50e+1 β 2.00e+1 2.10e+1 2.20e+1 2.30e+1 ββ
- βββββββββ΄βββββββββββββββββββββββββ΄βββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββββββββββββββββββββββββ
- βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
- |}];
+ {| [0]: r3x2x4_a shape 0:3|2:4->1:2 <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ b;
[%expect
- {|
- ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
- β[1]: r3x4x2x3_b shape 0:3|2:2,3:3->1:4 β
- βββββββββ¬ββββββββββββββββββββββββββββ¬βββββββββββββββββββββββββββββ
- ββ0 @ 0 β0 @ 2 β1 @ 2 ββ
- ββ βaxis 3 βaxis 3 ββ
- βββββββββΌββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββ€β
- ββaxis 1β 0.00 1.00 2.00 β 3.00 4.00 5.00 ββ
- ββ β 6.00 7.00 8.00 β 9.00 1.00e+1 1.10e+1 ββ
- ββ β 1.20e+1 1.30e+1 1.40e+1 β 1.50e+1 1.60e+1 1.70e+1 ββ
- ββ β 1.80e+1 1.90e+1 2.00e+1 β 2.10e+1 2.20e+1 2.30e+1 ββ
- βββββββββ΄ββββββββββββββββββββββββββββ΄βββββββββββββββββββββββββββββ
- ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ€
- βββββββββ¬ββββββββββββββββββββββββββββ¬βββββββββββββββββββββββββββββ
- ββ1 @ 0 β0 @ 2 β1 @ 2 ββ
- ββ βaxis 3 βaxis 3 ββ
- βββββββββΌββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββ€β
- ββaxis 1β 2.40e+1 2.50e+1 2.60e+1 β 2.70e+1 2.80e+1 2.90e+1 ββ
- ββ β 3.00e+1 3.10e+1 3.20e+1 β 3.30e+1 3.40e+1 3.50e+1 ββ
- ββ β 3.60e+1 3.70e+1 3.80e+1 β 3.90e+1 4.00e+1 4.10e+1 ββ
- ββ β 4.20e+1 4.30e+1 4.40e+1 β 4.50e+1 4.60e+1 4.70e+1 ββ
- βββββββββ΄ββββββββββββββββββββββββββββ΄βββββββββββββββββββββββββββββ
- ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ€
- βββββββββ¬ββββββββββββββββββββββββββββ¬βββββββββββββββββββββββββββββ
- ββ2 @ 0 β0 @ 2 β1 @ 2 ββ
- ββ βaxis 3 βaxis 3 ββ
- βββββββββΌββββββββββββββββββββββββββββΌββββββββββββββββββββββββββββ€β
- ββaxis 1β 4.80e+1 4.90e+1 5.00e+1 β 5.10e+1 5.20e+1 5.30e+1 ββ
- ββ β 5.40e+1 5.50e+1 5.60e+1 β 5.70e+1 5.80e+1 5.90e+1 ββ
- ββ β 6.00e+1 6.10e+1 6.20e+1 β 6.30e+1 6.40e+1 6.50e+1 ββ
- ββ β 6.60e+1 6.70e+1 6.80e+1 β 6.90e+1 7.00e+1 7.10e+1 ββ
- βββββββββ΄ββββββββββββββββββββββββββββ΄βββββββββββββββββββββββββββββ
- ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
- |}];
+ {| [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
- {|
- βββββββββββββββββββββββββββββ
- β[0]: r2x2_a shape 1:2->0:2 β
- βββββββββ¬βββββββββββββ β
- ββ βaxis 1 β β
- βββββββββΌβββββββββββββ€ β
- ββaxis 0β 0.00 1.00 β β
- ββ β 2.00 3.00 β β
- βββββββββ΄βββββββββββββ β
- βββββββββββββββββββββββββββββ
- |}];
+ {| [0]: r2x2_a shape 1:2->0:2 <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ b;
[%expect
- {|
- βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
- β[1]: r2x2x3x4_b shape 1:2,2:3,3:4->0:2 β
- βββββββββ¬βββββββββββββββββββββββββββββββββββββ¬βββββββββββββββββββββββββββββββββββββ¬ββββββββββββββββββββββββββββββββββββββ
- ββ β0 @ 2 β1 @ 2 β2 @ 2 ββ
- ββ βaxis 3 βaxis 3 βaxis 3 ββ
- βββββββββΌβββββββββββββββββββββββββββββββββββββΌβββββββββββββββββββββββββββββββββββββΌβββββββββββββββββββββββββββββββββββββ€β
- ββ0 @ 1 β 0.00 1.00 2.00 3.00 β 4.00 5.00 6.00 7.00 β 8.00 9.00 1.00e+1 1.10e+1 ββ
- ββaxis 0β 2.40e+1 2.50e+1 2.60e+1 2.70e+1 β 2.80e+1 2.90e+1 3.00e+1 3.10e+1 β 3.20e+1 3.30e+1 3.40e+1 3.50e+1 ββ
- βββββββββΌβββββββββββββββββββββββββββββββββββββΌβββββββββββββββββββββββββββββββββββββΌβββββββββββββββββββββββββββββββββββββ€β
- ββ1 @ 1 β 1.20e+1 1.30e+1 1.40e+1 1.50e+1 β 1.60e+1 1.70e+1 1.80e+1 1.90e+1 β 2.00e+1 2.10e+1 2.20e+1 2.30e+1 ββ
- ββaxis 0β 3.60e+1 3.70e+1 3.80e+1 3.90e+1 β 4.00e+1 4.10e+1 4.20e+1 4.30e+1 β 4.40e+1 4.50e+1 4.60e+1 4.70e+1 ββ
- βββββββββ΄βββββββββββββββββββββββββββββββββββββ΄βββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββββββββββββββββββββββββ
- βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
- |}];
+ {| [1]: r2x2x3x4_b shape 1:2,2:3,3:4->0:2 <virtual> |}];
Tensor.print ~with_code:false ~with_grad:false `Default @@ c;
[%expect
{|
"/usr/bin/env" "bash" "-c" "opam exec -- dune build @install @check @runtest && rm -rf _build" failed with exit status 1
2025-07-07 20:55.36: Job failed: Failed: Build failed