2025-07-01 20:31.39: New job: test ahrefs/ocannl https://github.com/ahrefs/ocannl.git#refs/heads/master (c465f79832d6fcfb2a9b4da8e5e9e8185e1c3024) (linux-x86_64:ubuntu-22.04-5.3_opam-2.3) Base: ocaml/opam:ubuntu-22.04-ocaml-5.3@sha256:43d83fda882d62e0a7e22792ebef0eeb6d801f71a0691198e766a7a36ad7c472 Opam project build To reproduce locally: git clone --recursive "https://github.com/ahrefs/ocannl.git" -b "master" && cd "ocannl" && git reset --hard c465f798 cat > Dockerfile <<'END-OF-DOCKERFILE' FROM ocaml/opam:ubuntu-22.04-ocaml-5.3@sha256:43d83fda882d62e0a7e22792ebef0eeb6d801f71a0691198e766a7a36ad7c472 # ubuntu-22.04-5.3_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 7210227672addfb4db789560e45923f54c0aeab1 || git fetch origin master) && git reset -q --hard 7210227672addfb4db789560e45923f54c0aeab1 && git log --no-decorate -n1 --oneline && opam update -u COPY --chown=1000:1000 neural_nets_lib.opam arrayjit.opam ./ RUN opam pin add -yn neural_nets_lib.dev './' && \ opam pin add -yn arrayjit.dev './' RUN echo '(lang dune 3.0)' > './dune-project' ENV DEPS="angstrom.0.16.1 astring.0.8.5 backoff.0.1.1 base.v0.17.3 base-bigarray.base base-bytes.base base-domains.base base-effects.base base-nnp.base base-threads.base base-unix.base bigarray-compat.1.1.0 bigstringaf.0.10.0 camlp-streams.5.0.1 camlzip.1.13 cmdliner.1.3.0 conf-libcurl.2 conf-libffi.2.0.0 conf-pkg-config.4 conf-zlib.1 cppo.1.8.0 csexp.1.5.2 csv.2.4 ctypes.0.23.0 ctypes-foreign.0.23.0 curl.0.10.0 dune.3.19.1 dune-configurator.3.19.1 fieldslib.v0.17.0 fmt.0.10.0 integers.0.7.0 jane-street-headers.v0.17.0 jst-config.v0.17.0 logs.0.8.0 mdx.2.5.0 mtime.2.1.0 multicore-magic.2.3.1 num.1.6 ocaml.5.3.0 ocaml-base-compiler.5.3.0 ocaml-compiler.5.3.0 ocaml-compiler-libs.v0.17.0 ocaml-config.3 ocaml-options-vanilla.1 ocaml-syntax-shims.1.0.0 ocaml-version.4.0.1 ocaml_intrinsics_kernel.v0.17.1 ocamlbuild.0.16.1 ocamlfind.1.9.8 parsexp.v0.17.0 pprint.20230830 ppx_assert.v0.17.0 ppx_base.v0.17.0 ppx_cold.v0.17.0 ppx_compare.v0.17.0 ppx_derivers.1.2.1 ppx_deriving.6.1.0 ppx_enumerate.v0.17.0 ppx_expect.v0.17.3 ppx_fields_conv.v0.17.0 ppx_globalize.v0.17.2 ppx_hash.v0.17.0 ppx_here.v0.17.0 ppx_inline_test.v0.17.1 ppx_minidebug.2.3.0 ppx_optcomp.v0.17.1 ppx_sexp_conv.v0.17.1 ppx_string.v0.17.0 ppx_variants_conv.v0.17.1 ppxlib.0.36.0 ppxlib_jane.v0.17.4 printbox.0.12 printbox-ext-plot.0.12 printbox-html.0.12 printbox-md.0.12 printbox-text.0.12 ptime.1.2.0 re.1.12.0 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 2025-07-01 20:31.39: Using cache hint "ahrefs/ocannl-ocaml/opam:ubuntu-22.04-ocaml-5.3@sha256:43d83fda882d62e0a7e22792ebef0eeb6d801f71a0691198e766a7a36ad7c472-ubuntu-22.04-5.3_opam-2.3-82912e70cd030e6e6af979ac4425a6a2" 2025-07-01 20:31.39: Using OBuilder spec: ((from ocaml/opam:ubuntu-22.04-ocaml-5.3@sha256:43d83fda882d62e0a7e22792ebef0eeb6d801f71a0691198e766a7a36ad7c472) (comment ubuntu-22.04-5.3_opam-2.3) (user (uid 1000) (gid 1000)) (env CLICOLOR_FORCE 1) (env OPAMCOLOR always) (workdir /src) (run (shell "sudo ln -f /usr/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 7210227672addfb4db789560e45923f54c0aeab1 || git fetch origin master) && git reset -q --hard 7210227672addfb4db789560e45923f54c0aeab1 && git log --no-decorate -n1 --oneline && opam update -u")) (copy (src neural_nets_lib.opam arrayjit.opam) (dst ./)) (run (network host) (shell "opam pin add -yn neural_nets_lib.dev './' && \ \nopam pin add -yn arrayjit.dev './'")) (run (network host) (shell "echo '(lang dune 3.0)' > './dune-project'")) (env DEPS "angstrom.0.16.1 astring.0.8.5 backoff.0.1.1 base.v0.17.3 base-bigarray.base base-bytes.base base-domains.base base-effects.base base-nnp.base base-threads.base base-unix.base bigarray-compat.1.1.0 bigstringaf.0.10.0 camlp-streams.5.0.1 camlzip.1.13 cmdliner.1.3.0 conf-libcurl.2 conf-libffi.2.0.0 conf-pkg-config.4 conf-zlib.1 cppo.1.8.0 csexp.1.5.2 csv.2.4 ctypes.0.23.0 ctypes-foreign.0.23.0 curl.0.10.0 dune.3.19.1 dune-configurator.3.19.1 fieldslib.v0.17.0 fmt.0.10.0 integers.0.7.0 jane-street-headers.v0.17.0 jst-config.v0.17.0 logs.0.8.0 mdx.2.5.0 mtime.2.1.0 multicore-magic.2.3.1 num.1.6 ocaml.5.3.0 ocaml-base-compiler.5.3.0 ocaml-compiler.5.3.0 ocaml-compiler-libs.v0.17.0 ocaml-config.3 ocaml-options-vanilla.1 ocaml-syntax-shims.1.0.0 ocaml-version.4.0.1 ocaml_intrinsics_kernel.v0.17.1 ocamlbuild.0.16.1 ocamlfind.1.9.8 parsexp.v0.17.0 pprint.20230830 ppx_assert.v0.17.0 ppx_base.v0.17.0 ppx_cold.v0.17.0 ppx_compare.v0.17.0 ppx_derivers.1.2.1 ppx_deriving.6.1.0 ppx_enumerate.v0.17.0 ppx_expect.v0.17.3 ppx_fields_conv.v0.17.0 ppx_globalize.v0.17.2 ppx_hash.v0.17.0 ppx_here.v0.17.0 ppx_inline_test.v0.17.1 ppx_minidebug.2.3.0 ppx_optcomp.v0.17.1 ppx_sexp_conv.v0.17.1 ppx_string.v0.17.0 ppx_variants_conv.v0.17.1 ppxlib.0.36.0 ppxlib_jane.v0.17.4 printbox.0.12 printbox-ext-plot.0.12 printbox-html.0.12 printbox-md.0.12 printbox-text.0.12 ptime.1.2.0 re.1.12.0 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")) ) 2025-07-01 20:31.39: Waiting for resource in pool OCluster 2025-07-01 20:31.39: Waiting for workerβ¦ 2025-07-01 20:31.39: Got resource from pool OCluster Building on clete.caelum.ci.dev HEAD is now at fa884ef3 Fix false positives in update_memory_mode check (should be no-change) HEAD is now at c465f798 Automatically init in Train.forward_and_ctx / forward_and_forget; refactoring for bin/ examples The examples are still often broken and will be audited after another round of refactoring. (from ocaml/opam:ubuntu-22.04-ocaml-5.3@sha256:43d83fda882d62e0a7e22792ebef0eeb6d801f71a0691198e766a7a36ad7c472) 2025-07-01 20:31.41 ---> using "d2f83622430924577e1eb3699b4b7f4ab4aa0f4e3ce03b2dc6632f2e1173633f" from cache /: (comment ubuntu-22.04-5.3_opam-2.3) /: (user (uid 1000) (gid 1000)) /: (env CLICOLOR_FORCE 1) /: (env OPAMCOLOR always) /: (workdir /src) /src: (run (shell "sudo ln -f /usr/bin/opam-2.3 /usr/bin/opam")) 2025-07-01 20:31.41 ---> using "79a1e9ee271f1a390a7982806a7fe35ef9fe6ab57a8e3ec8f4da978fbd21fc3a" from cache /src: (run (shell "opam init --reinit -ni")) Configuring from /home/opam/.opamrc and then from built-in defaults. Checking for available remotes: rsync and local, git. - you won't be able to use mercurial repositories unless you install the hg command on your system. - you won't be able to use darcs repositories unless you install the darcs command on your system. This development version of opam requires an update to the layout of /home/opam/.opam from version 2.0 to version 2.2, which can't be reverted. You may want to back it up before going further. Continue? [y/n] y [NOTE] The 'jobs' option was reset, its value was 255 and its new value will vary according to the current number of cores on your machine. You can restore the fixed value using: opam option jobs=255 --global Format upgrade done. <><> Updating repositories ><><><><><><><><><><><><><><><><><><><><><><><><><><> [default] Initialised 2025-07-01 20:31.41 ---> using "c6f93ce448e6369f4e5e24455d9e5b02e25dbfdc7e70b29c8788bc24b9af2550" from cache /src: (run (shell "uname -rs && opam exec -- ocaml -version && opam --version")) Linux 5.15.0-134-generic The OCaml toplevel, version 5.3.0 2.3.0 2025-07-01 20:31.41 ---> using "a78cf235220dcd3207d4cf5d8ccbae78d5ab93e5e460d434a4b653930373bd3d" from cache /src: (workdir /src) /src: (run (shell "sudo chown opam /src")) 2025-07-01 20:31.41 ---> using "97e2c18894f7574b030b12f7f564c169dcb439fd23e2d585dd8a03b9187e0ea1" from cache /src: (run (cache (opam-archives (target /home/opam/.opam/download-cache))) (network host) (shell "cd ~/opam-repository && (git cat-file -e 7210227672addfb4db789560e45923f54c0aeab1 || git fetch origin master) && git reset -q --hard 7210227672addfb4db789560e45923f54c0aeab1 && git log --no-decorate -n1 --oneline && opam update -u")) From https://github.com/ocaml/opam-repository * branch master -> FETCH_HEAD bc726805e3..70ed6dc380 master -> origin/master 7210227672 Merge pull request #28100 from smuenzel/ppx-deriving-6.1.0-ocaml-5.4 <><> 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) 2025-07-01 20:31.41 ---> using "3e781e1ae2e3d9f1a3c074821795c821d049bb3587ede25af848291d1b68be6f" from cache /src: (copy (src neural_nets_lib.opam arrayjit.opam) (dst ./)) 2025-07-01 20:31.41 ---> using "841d266e1945686486bf689f833b6c67c71f81d38dd85c94698ec049f26487aa" from cache /src: (run (network host) (shell "opam pin add -yn neural_nets_lib.dev './' && \ \nopam pin add -yn arrayjit.dev './'")) [neural_nets_lib.dev] synchronised (file:///src) neural_nets_lib is now pinned to file:///src (version dev) [arrayjit.dev] synchronised (file:///src) arrayjit is now pinned to file:///src (version dev) 2025-07-01 20:31.41 ---> using "f76af72fa04a6409e04e1a5eb914f67c8dfd83e9da3d5d6bc0202b27b93f974e" from cache /src: (run (network host) (shell "echo '(lang dune 3.0)' > './dune-project'")) 2025-07-01 20:31.41 ---> using "0b0f0bc924528fd6ca0a4b1808c4130ab5dc2c02489128dcaafec3591832cb0e" from cache /src: (env DEPS "angstrom.0.16.1 astring.0.8.5 backoff.0.1.1 base.v0.17.3 base-bigarray.base base-bytes.base base-domains.base base-effects.base base-nnp.base base-threads.base base-unix.base bigarray-compat.1.1.0 bigstringaf.0.10.0 camlp-streams.5.0.1 camlzip.1.13 cmdliner.1.3.0 conf-libcurl.2 conf-libffi.2.0.0 conf-pkg-config.4 conf-zlib.1 cppo.1.8.0 csexp.1.5.2 csv.2.4 ctypes.0.23.0 ctypes-foreign.0.23.0 curl.0.10.0 dune.3.19.1 dune-configurator.3.19.1 fieldslib.v0.17.0 fmt.0.10.0 integers.0.7.0 jane-street-headers.v0.17.0 jst-config.v0.17.0 logs.0.8.0 mdx.2.5.0 mtime.2.1.0 multicore-magic.2.3.1 num.1.6 ocaml.5.3.0 ocaml-base-compiler.5.3.0 ocaml-compiler.5.3.0 ocaml-compiler-libs.v0.17.0 ocaml-config.3 ocaml-options-vanilla.1 ocaml-syntax-shims.1.0.0 ocaml-version.4.0.1 ocaml_intrinsics_kernel.v0.17.1 ocamlbuild.0.16.1 ocamlfind.1.9.8 parsexp.v0.17.0 pprint.20230830 ppx_assert.v0.17.0 ppx_base.v0.17.0 ppx_cold.v0.17.0 ppx_compare.v0.17.0 ppx_derivers.1.2.1 ppx_deriving.6.1.0 ppx_enumerate.v0.17.0 ppx_expect.v0.17.3 ppx_fields_conv.v0.17.0 ppx_globalize.v0.17.2 ppx_hash.v0.17.0 ppx_here.v0.17.0 ppx_inline_test.v0.17.1 ppx_minidebug.2.3.0 ppx_optcomp.v0.17.1 ppx_sexp_conv.v0.17.1 ppx_string.v0.17.0 ppx_variants_conv.v0.17.1 ppxlib.0.36.0 ppxlib_jane.v0.17.4 printbox.0.12 printbox-ext-plot.0.12 printbox-html.0.12 printbox-md.0.12 printbox-text.0.12 ptime.1.2.0 re.1.12.0 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://archive.ubuntu.com/ubuntu jammy InRelease - Get:2 http://archive.ubuntu.com/ubuntu jammy-updates InRelease [128 kB] - Get:3 http://archive.ubuntu.com/ubuntu jammy-backports InRelease [127 kB] - Get:4 http://security.ubuntu.com/ubuntu jammy-security InRelease [129 kB] - Get:5 http://archive.ubuntu.com/ubuntu jammy-updates/restricted amd64 Packages [4909 kB] - Get:6 http://archive.ubuntu.com/ubuntu jammy-updates/universe amd64 Packages [1564 kB] - Get:7 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 Packages [3399 kB] - Get:8 http://security.ubuntu.com/ubuntu jammy-security/restricted amd64 Packages [4587 kB] - Get:9 http://security.ubuntu.com/ubuntu jammy-security/main amd64 Packages [3040 kB] - Get:10 http://security.ubuntu.com/ubuntu jammy-security/universe amd64 Packages [1257 kB] - Fetched 19.1 MB in 2s (11.5 MB/s) - Reading package lists... - <><> Synchronising pinned packages ><><><><><><><><><><><><><><><><><><><><><><> [arrayjit.dev] synchronised (file:///src) [neural_nets_lib.dev] synchronised (file:///src) [NOTE] Package ocaml-options-vanilla is already installed (current version is 1). [NOTE] Package ocaml-config is already installed (current version is 3). [NOTE] Package ocaml-compiler is already installed (current version is 5.3.0). [NOTE] Package ocaml-base-compiler is already installed (current version is 5.3.0). [NOTE] Package ocaml is already installed (current version is 5.3.0). [NOTE] Package base-unix is already installed (current version is base). [NOTE] Package base-threads is already installed (current version is base). [NOTE] Package base-nnp is already installed (current version is base). [NOTE] Package base-effects is already installed (current version is base). [NOTE] Package base-domains is already installed (current version is base). [NOTE] Package base-bigarray is already installed (current version is base). The following system packages will first need to be installed: libcurl4-gnutls-dev libffi-dev pkg-config zlib1g-dev <><> Handling external dependencies <><><><><><><><><><><><><><><><><><><><><><> + /usr/bin/sudo "apt-get" "install" "-qq" "-yy" "libcurl4-gnutls-dev" "libffi-dev" "pkg-config" "zlib1g-dev" - debconf: delaying package configuration, since apt-utils is not installed - Selecting previously unselected package libglib2.0-0:amd64. - (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 15669 files and directories currently installed.) - Preparing to unpack .../0-libglib2.0-0_2.72.4-0ubuntu2.5_amd64.deb ... - Unpacking libglib2.0-0:amd64 (2.72.4-0ubuntu2.5) ... - Selecting previously unselected package libglib2.0-data. - Preparing to unpack .../1-libglib2.0-data_2.72.4-0ubuntu2.5_all.deb ... - Unpacking libglib2.0-data (2.72.4-0ubuntu2.5) ... - Selecting previously unselected package libicu70:amd64. - Preparing to unpack .../2-libicu70_70.1-2_amd64.deb ... - Unpacking libicu70:amd64 (70.1-2) ... - Selecting previously unselected package libxml2:amd64. - Preparing to unpack .../3-libxml2_2.9.13+dfsg-1ubuntu0.7_amd64.deb ... - Unpacking libxml2:amd64 (2.9.13+dfsg-1ubuntu0.7) ... - Selecting previously unselected package shared-mime-info. - Preparing to unpack .../4-shared-mime-info_2.1-2_amd64.deb ... - Unpacking shared-mime-info (2.1-2) ... - Selecting previously unselected package xdg-user-dirs. - Preparing to unpack .../5-xdg-user-dirs_0.17-2ubuntu4_amd64.deb ... - Unpacking xdg-user-dirs (0.17-2ubuntu4) ... - Selecting previously unselected package libcurl4-gnutls-dev:amd64. - Preparing to unpack .../6-libcurl4-gnutls-dev_7.81.0-1ubuntu1.20_amd64.deb ... - Unpacking libcurl4-gnutls-dev:amd64 (7.81.0-1ubuntu1.20) ... - Selecting previously unselected package pkg-config. - Preparing to unpack .../7-pkg-config_0.29.2-1ubuntu3_amd64.deb ... - Unpacking pkg-config (0.29.2-1ubuntu3) ... - Selecting previously unselected package zlib1g-dev:amd64. - Preparing to unpack .../8-zlib1g-dev_1%3a1.2.11.dfsg-2ubuntu9.2_amd64.deb ... - Unpacking zlib1g-dev:amd64 (1:1.2.11.dfsg-2ubuntu9.2) ... - Selecting previously unselected package libffi-dev:amd64. - Preparing to unpack .../9-libffi-dev_3.4.2-4_amd64.deb ... - Unpacking libffi-dev:amd64 (3.4.2-4) ... - Setting up xdg-user-dirs (0.17-2ubuntu4) ... - Setting up libglib2.0-0:amd64 (2.72.4-0ubuntu2.5) ... - No schema files found: doing nothing. - Setting up libcurl4-gnutls-dev:amd64 (7.81.0-1ubuntu1.20) ... - Setting up libffi-dev:amd64 (3.4.2-4) ... - Setting up libglib2.0-data (2.72.4-0ubuntu2.5) ... - Setting up pkg-config (0.29.2-1ubuntu3) ... - Setting up zlib1g-dev:amd64 (1:1.2.11.dfsg-2ubuntu9.2) ... - Setting up libicu70:amd64 (70.1-2) ... - Setting up libxml2:amd64 (2.9.13+dfsg-1ubuntu0.7) ... - Setting up shared-mime-info (2.1-2) ... - Processing triggers for libc-bin (2.35-0ubuntu3.10) ... 2025-07-01 20:31.41 ---> using "dcd6d9e02914dae55dd07601769602f2b29b89fb0ebd0ae92539601134661d5a" from cache /src: (run (cache (opam-archives (target /home/opam/.opam/download-cache))) (network host) (shell "opam install $DEPS")) [NOTE] Package ocaml-options-vanilla is already installed (current version is 1). [NOTE] Package ocaml-config is already installed (current version is 3). [NOTE] Package ocaml-compiler is already installed (current version is 5.3.0). [NOTE] Package ocaml-base-compiler is already installed (current version is 5.3.0). [NOTE] Package ocaml is already installed (current version is 5.3.0). [NOTE] Package base-unix is already installed (current version is base). [NOTE] Package base-threads is already installed (current version is base). [NOTE] Package base-nnp is already installed (current version is base). [NOTE] Package base-effects is already installed (current version is base). [NOTE] Package base-domains is already installed (current version is base). [NOTE] Package base-bigarray is already installed (current version is base). The following actions will be performed: === install 81 packages - install angstrom 0.16.1 - install astring 0.8.5 - install backoff 0.1.1 - install base v0.17.3 - install base-bytes base - install bigarray-compat 1.1.0 - install bigstringaf 0.10.0 - install camlp-streams 5.0.1 - install camlzip 1.13 - install cmdliner 1.3.0 - install conf-libcurl 2 - install conf-libffi 2.0.0 - install conf-pkg-config 4 - install conf-zlib 1 - install cppo 1.8.0 - install csexp 1.5.2 - install csv 2.4 - install ctypes 0.23.0 - install ctypes-foreign 0.23.0 - install curl 0.10.0 - install dune 3.19.1 - install dune-configurator 3.19.1 - install fieldslib v0.17.0 - install fmt 0.10.0 - install integers 0.7.0 - install jane-street-headers v0.17.0 - install jst-config v0.17.0 - install logs 0.8.0 - install mdx 2.5.0 - install mtime 2.1.0 - install multicore-magic 2.3.1 - install num 1.6 - install ocaml-compiler-libs v0.17.0 - install ocaml-syntax-shims 1.0.0 - install ocaml-version 4.0.1 - install ocaml_intrinsics_kernel v0.17.1 - install ocamlbuild 0.16.1 - install ocamlfind 1.9.8 - install parsexp v0.17.0 - install pprint 20230830 - install ppx_assert v0.17.0 - install ppx_base v0.17.0 - install ppx_cold v0.17.0 - install ppx_compare v0.17.0 - install ppx_derivers 1.2.1 - install ppx_deriving 6.1.0 - install ppx_enumerate v0.17.0 - install ppx_expect v0.17.3 - install ppx_fields_conv v0.17.0 - install ppx_globalize v0.17.2 - install ppx_hash v0.17.0 - install ppx_here v0.17.0 - install ppx_inline_test v0.17.1 - install ppx_minidebug 2.3.0 - install ppx_optcomp v0.17.1 - install ppx_sexp_conv v0.17.1 - install ppx_string v0.17.0 - install ppx_variants_conv v0.17.1 - install ppxlib 0.36.0 - install ppxlib_jane v0.17.4 - install printbox 0.12 - install printbox-ext-plot 0.12 - install printbox-html 0.12 - install printbox-md 0.12 - install printbox-text 0.12 - install ptime 1.2.0 - install re 1.12.0 - 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 astring.0.8.5 (cached) -> retrieved angstrom.0.16.1 (cached) -> retrieved bigarray-compat.1.1.0 (cached) -> retrieved bigstringaf.0.10.0 (cached) -> retrieved base.v0.17.3 (cached) -> retrieved camlp-streams.5.0.1 (cached) -> retrieved camlzip.1.13 (cached) -> installed conf-libcurl.2 -> retrieved cppo.1.8.0 (cached) -> retrieved cmdliner.1.3.0 (cached) -> installed conf-pkg-config.4 -> retrieved csexp.1.5.2 (cached) -> retrieved csv.2.4 (cached) -> retrieved ctypes.0.23.0, ctypes-foreign.0.23.0 (cached) -> installed conf-libffi.2.0.0 -> installed conf-zlib.1 -> retrieved curl.0.10.0 (cached) -> retrieved fieldslib.v0.17.0 (cached) -> retrieved integers.0.7.0 (cached) -> retrieved fmt.0.10.0 (cached) -> retrieved jane-street-headers.v0.17.0 (cached) -> retrieved jst-config.v0.17.0 (cached) -> retrieved logs.0.8.0 (cached) -> retrieved mtime.2.1.0 (cached) -> retrieved multicore-magic.2.3.1 (cached) -> retrieved num.1.6 (cached) -> retrieved mdx.2.5.0 (cached) -> retrieved ocaml-compiler-libs.v0.17.0 (cached) -> retrieved ocaml-syntax-shims.1.0.0 (cached) -> retrieved ocaml-version.4.0.1 (cached) -> retrieved ocaml_intrinsics_kernel.v0.17.1 (cached) -> retrieved ocamlfind.1.9.8 (cached) -> retrieved ocamlbuild.0.16.1 (cached) -> retrieved parsexp.v0.17.0 (cached) -> retrieved pprint.20230830 (cached) -> retrieved ppx_assert.v0.17.0 (cached) -> retrieved ppx_base.v0.17.0 (cached) -> retrieved ppx_cold.v0.17.0 (cached) -> retrieved ppx_derivers.1.2.1 (cached) -> retrieved ppx_compare.v0.17.0 (cached) -> retrieved ppx_enumerate.v0.17.0 (cached) -> retrieved ppx_expect.v0.17.3 (cached) -> retrieved ppx_deriving.6.1.0 (cached) -> retrieved ppx_fields_conv.v0.17.0 (cached) -> retrieved ppx_globalize.v0.17.2 (cached) -> retrieved ppx_hash.v0.17.0 (cached) -> retrieved ppx_here.v0.17.0 (cached) -> retrieved ppx_inline_test.v0.17.1 (cached) -> retrieved ppx_optcomp.v0.17.1 (cached) -> retrieved ppx_sexp_conv.v0.17.1 (cached) -> retrieved ppx_minidebug.2.3.0 (cached) -> retrieved ppx_string.v0.17.0 (cached) -> retrieved ppx_variants_conv.v0.17.1 (cached) -> retrieved ppxlib_jane.v0.17.4 (cached) -> retrieved dune.3.19.1, dune-configurator.3.19.1 (cached) -> installed num.1.6 -> retrieved ppxlib.0.36.0 (cached) -> retrieved printbox.0.12, printbox-ext-plot.0.12, printbox-html.0.12, printbox-md.0.12, printbox-text.0.12 (cached) -> retrieved ptime.1.2.0 (cached) -> retrieved re.1.12.0 (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) -> 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) -> installed cmdliner.1.3.0 -> installed seq.base -> 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 ocamlbuild.0.16.1 -> installed camlzip.1.13 -> installed topkg.1.0.8 -> installed uutf.1.0.4 -> installed mtime.2.1.0 -> installed ptime.1.2.0 -> installed fmt.0.10.0 -> installed astring.0.8.5 -> installed logs.0.8.0 -> installed dune.3.19.1 -> installed jane-street-headers.v0.17.0 -> installed ppx_derivers.1.2.1 -> installed csexp.1.5.2 -> installed backoff.0.1.1 -> installed bigarray-compat.1.1.0 -> installed camlp-streams.5.0.1 -> installed csv.2.4 -> installed multicore-magic.2.3.1 -> installed ocaml-version.4.0.1 -> installed ocaml_intrinsics_kernel.v0.17.1 -> installed pprint.20230830 -> installed printbox.0.12 -> installed result.1.5 -> installed sexplib0.v0.17.0 -> installed stdlib-shims.0.3.0 -> installed thread-local-storage.0.2 -> installed ocaml-syntax-shims.1.0.0 -> installed ocaml-compiler-libs.v0.17.0 -> installed re.1.12.0 -> 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 tyxml.4.6.0 -> installed printbox-html.0.12 -> installed curl.0.10.0 -> installed ctypes.0.23.0 -> installed base.v0.17.3 -> installed fieldslib.v0.17.0 -> installed variantslib.v0.17.0 -> installed stdio.v0.17.0 -> installed uucp.16.0.0 -> installed ctypes-foreign.0.23.0 -> installed printbox-text.0.12 -> installed printbox-md.0.12 -> installed printbox-ext-plot.0.12 -> installed ppxlib.0.36.0 -> installed ppx_optcomp.v0.17.1 -> installed ppxlib_jane.v0.17.4 -> installed ppx_cold.v0.17.0 -> installed ppx_here.v0.17.0 -> installed ppx_variants_conv.v0.17.1 -> installed ppx_fields_conv.v0.17.0 -> installed ppx_enumerate.v0.17.0 -> installed ppx_deriving.6.1.0 -> installed ppx_globalize.v0.17.2 -> 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) 2025-07-01 20:31.41 ---> using "d7885d57f8cb7226bf7fa8d8d4f9e1b63a40f1b96f7eabcd7c9a7b7ac7d43f6a" from cache /src: (copy (src .) (dst /src)) 2025-07-01 20:31.41 ---> saved as "275196dba7a9bc4427ae554a34061c604c87b75f5b4aa511d4d1b54735932ff9" /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/test_print_style.expected", line 1, characters 0-0: /usr/bin/git --no-pager diff --no-index --color=always -u _build/default/test/test_print_style.expected _build/default/test/test_print_style.exe.output diff --git a/_build/default/test/test_print_style.expected b/_build/default/test/test_print_style.exe.output index e51ab37..c55c8ad 100644 --- a/_build/default/test/test_print_style.expected +++ b/_build/default/test/test_print_style.exe.output @@ -1,5 +1,5 @@ -Welcome to OCANNL! Reading configuration defaults from /Users/lukstafi/ocannl/_build/default/test/ocannl_config. +Welcome to OCANNL! Reading configuration defaults from /src/_build/default/test/ocannl_config. Retrieving commandline, environment, or config file variable ocannl_log_level Found 0, in the config file Testing print_style functionality: File "test/einsum/test_conv_syntax.expected", line 1, characters 0-0: /usr/bin/git --no-pager diff --no-index --color=always -u _build/default/test/einsum/test_conv_syntax.expected _build/default/test/einsum/test_conv_syntax.exe.output diff --git a/_build/default/test/einsum/test_conv_syntax.expected b/_build/default/test/einsum/test_conv_syntax.exe.output index 4bd5a1c..0580e1e 100644 --- a/_build/default/test/einsum/test_conv_syntax.expected +++ b/_build/default/test/einsum/test_conv_syntax.exe.output @@ -1,5 +1,5 @@ -Welcome to OCANNL! Reading configuration defaults from /Users/lukstafi/ocannl/_build/default/test/einsum/ocannl_config. +Welcome to OCANNL! Reading configuration defaults from /src/_build/default/test/einsum/ocannl_config. Retrieving commandline, environment, or config file variable ocannl_log_level Found 0, in the config file Testing conv syntax parsing... (cd _build/default/test_ppx && ./test_ppx_op_expected.exe) Welcome to OCANNL! Reading configuration defaults from /src/_build/default/test_ppx/ocannl_config. Retrieving commandline, environment, or config file variable ocannl_log_level Found 0, in the config file (cd _build/default/test_ppx && ./test_ppx_op.exe) Welcome to OCANNL! Reading configuration defaults from /src/_build/default/test_ppx/ocannl_config. Retrieving commandline, environment, or config file variable ocannl_log_level Found 0, in the config file (cd _build/.sandbox/0e3cae4799d6dc944f481d5a740675b3/default/test && .tutorials.inline-tests/inline-test-runner.exe inline-test-runner tutorials -partition 'Welcome to OCANNL! Reading configuration defaults from /src/_build/.sandbox/e224b6fc65036e7942d7aef55f5a7e74/default/test/ocannl_config.' -source-tree-root .. -diff-cmd -) Welcome to OCANNL! Reading configuration defaults from /src/_build/.sandbox/0e3cae4799d6dc944f481d5a740675b3/default/test/ocannl_config. Retrieving commandline, environment, or config file variable ocannl_log_level Found 0, in the config file (cd _build/.sandbox/0e3cae4799d6dc944f481d5a740675b3/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/0e3cae4799d6dc944f481d5a740675b3/default/test/ocannl_config. Retrieving commandline, environment, or config file variable ocannl_log_level Found 0, in the config file (cd _build/.sandbox/0e3cae4799d6dc944f481d5a740675b3/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/0e3cae4799d6dc944f481d5a740675b3/default/test/ocannl_config. Retrieving commandline, environment, or config file variable ocannl_log_level Found 0, in the config file (cd _build/.sandbox/0e3cae4799d6dc944f481d5a740675b3/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/0e3cae4799d6dc944f481d5a740675b3/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_cd_ident_style Not found, using default heuristic Retrieving commandline, environment, or config file variable ocannl_ll_ident_style Not found, using default heuristic Retrieving commandline, environment, or config file variable ocannl_prefer_backend_uniformity Found true, in the config file Retrieving commandline, environment, or config file variable ocannl_debug_log_to_stream_files Found true, commandline --ocannl_debug_log_to_stream_files=true Retrieving commandline, environment, or config file variable ocannl_cc_backend_optimization_level Not found, using default 3 Retrieving commandline, environment, or config file variable ocannl_cc_backend_compiler_command Not found, using default gcc Retrieving commandline, environment, or config file variable ocannl_cc_backend_verify_codesign Not found, using default false Fatal error: exception File "src/printbox-text/PrintBox_text.ml", line 212, characters 6-12: Assertion failed Raised at PrintBox_text.Output.Make_out.to_buf_aux_ in file "src/printbox-text/PrintBox_text.ml", line 212, characters 6-50 Called from Stdlib__Map.Make.fold in file "map.ml", line 329, characters 19-42 Called from Stdlib__Map.Make.fold in file "map.ml", line 329, characters 26-41 Called from Stdlib__Map.Make.fold in file "map.ml", line 329, characters 26-41 Called from Stdlib__Map.Make.fold in file "map.ml", line 329, characters 26-41 Called from PrintBox_text.Output.Make_out.render in file "src/printbox-text/PrintBox_text.ml", line 242, characters 14-64 Called from PrintBox_text.output in file "src/printbox-text/PrintBox_text.ml", line 851, characters 2-31 Called from Minidebug_runtime.PrintBox.output_box in file "minidebug_runtime.ml", line 1527, characters 19-59 Called from Minidebug_runtime.PrintBox.close_log_impl.close_tree in file "minidebug_runtime.ml", line 1572, characters 6-38 Called from Backends.Add_buffer_retrieval_and_syncing.sync_routine in file "arrayjit/lib/backends.ml", lines 207-235, characters 31-82 Called from Backends.Raise_backend.link in file "arrayjit/lib/backends.ml", lines 539-540, characters 4-92 Re-raised at Backends.Raise_backend.link in file "arrayjit/lib/backends.ml", lines 526-540, characters 23-92 Called from Dune__exe__Micrograd_demo_logging in file "test/micrograd_demo_logging.ml", line 36, characters 13-76 (cd _build/.sandbox/0e3cae4799d6dc944f481d5a740675b3/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/0e3cae4799d6dc944f481d5a740675b3/default/test/ocannl_config. Retrieving commandline, environment, or config file variable ocannl_log_level Found 0, in the config file (cd _build/.sandbox/0e3cae4799d6dc944f481d5a740675b3/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/0e3cae4799d6dc944f481d5a740675b3/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..087a9fd 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 -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 +βββββββββββββββββββββββββββββββββββββββββ +β[9]: ;=>+ shape 0:4,1:5,2:6,3:3 β +βββββββββ¬ββββββββββββββββββββββββββββββββ +ββ0 @ 0 βaxis 3 ββ +βββββββββΌβββββββββββββββββββββββββββββββ€β +ββ0 @ 1 β 5.39e-2 6.19e-41 0.00 ββ +ββaxis 2β 2.69e-2 1.93e+3 1.00 ββ +ββ β ... ... ... ββ +ββ β 2.82e+3 3.04e+3 4.00 ββ +ββ β 2.69e-2 6.04e+14 5.00 ββ +βββββββββΌβββββββββββββββββββββββββββββββ€β +ββ1 @ 1 β 2.69e-2 1.00 2.42e+24 ββ +ββaxis 2β 0.00 1.93e+3 2.42e+24 ββ +ββ β ... ... ... ββ +ββ β 2.82e+3 3.04e+3 2.42e+24 ββ +ββ β 3.09e-41 6.04e+14 2.42e+24 ββ +βββββββββΌβββββββββββββββββββββββββββββββ€β +ββ2 @ 1 β 2.63e+23 2.00 2.12e-7 ββ +ββaxis 2β 2.63e+23 1.93e+3 1.00 ββ +ββ β ... ... ... ββ +ββ β 2.63e+23 3.04e+3 4.00 ββ +ββ β 2.63e+23 6.04e+14 5.00 ββ +βββββββββΌβββββββββββββββββββββββββββββββ€β +ββ3 @ 1 β 3.07e+32 3.00 4.21e-11 ββ +ββaxis 2β 3.07e+32 1.93e+3 1.00 ββ +ββ β ... ... ... ββ +ββ β 3.07e+32 3.04e+3 4.00 ββ +ββ β 3.07e+32 6.04e+14 5.00 ββ +βββββββββΌβββββββββββββββββββββββββββββββ€β +ββ4 @ 1 β 2.69e-2 4.00 0.00 ββ +ββaxis 2β 1.08e-19 1.94e+3 1.00 ββ +ββ β ... ... ... ββ +ββ β 2.82e+3 3.04e+3 4.00 ββ +ββ β 1.08e-19 6.04e+14 5.00 ββ +βββββββββ΄ββββββββββββββββββββββββββββββββ +βββββββββββββββββββββββββββββββββββββββββ€ +βββββββββ¬ββββββββββββββββββββββββββββββββ +ββ1 @ 0 βaxis 3 ββ +βββββββββΌβββββββββββββββββββββββββββββββ€β +ββ0 @ 1 β 1.05 3.09e-41 0.00 ββ +ββaxis 2β 1.02 1.93e+3 1.00 ββ +ββ β ... ... ... ββ +ββ β 2.82e+3 3.04e+3 4.00 ββ +ββ β 1.02 6.04e+14 5.00 ββ +βββββββββΌβββββββββββββββββββββββββββββββ€β +ββ1 @ 1 β 1.02 1.00 2.42e+24 ββ +ββaxis 2β 1.00 1.93e+3 2.42e+24 ββ +ββ β ... ... ... ββ +ββ β 2.82e+3 3.04e+3 2.42e+24 ββ +ββ β 1.00 6.04e+14 2.42e+24 ββ +βββββββββΌβββββββββββββββββββββββββββββββ€β +ββ2 @ 1 β 2.63e+23 2.00 2.12e-7 ββ +ββaxis 2β 2.63e+23 1.93e+3 1.00 ββ +ββ β ... ... ... ββ +ββ β 2.63e+23 3.04e+3 4.00 ββ +ββ β 2.63e+23 6.04e+14 5.00 ββ +βββββββββΌβββββββββββββββββββββββββββββββ€β +ββ3 @ 1 β 3.07e+32 3.00 4.21e-11 ββ +ββaxis 2β 3.07e+32 1.93e+3 1.00 ββ +ββ β ... ... ... ββ +ββ β 3.07e+32 3.04e+3 4.00 ββ +ββ β 3.07e+32 6.04e+14 5.00 ββ +βββββββββΌβββββββββββββββββββββββββββββββ€β +ββ4 @ 1 β 1.02 4.00 0.00 ββ +ββaxis 2β 1.00 1.94e+3 1.00 ββ +ββ β ... ... ... ββ +ββ β 2.82e+3 3.04e+3 4.00 ββ +ββ β 1.00 6.04e+14 5.00 ββ +βββββββββ΄ββββββββββββββββββββββββββββββββ +βββββββββββββββββββββββββββββββββββββββββ€ +βββββββββ¬ββββββββββββββββββββββββββββββββ +ββ2 @ 0 βaxis 3 ββ +βββββββββΌβββββββββββββββββββββββββββββββ€β +ββ0 @ 1 β 2.05 3.09e-41 5.60e-45 ββ +ββaxis 2β 2.02 1.93e+3 1.00 ββ +ββ β ... ... ... ββ +ββ β 2.82e+3 3.04e+3 4.00 ββ +ββ β 2.02 6.04e+14 5.00 ββ +βββββββββΌβββββββββββββββββββββββββββββββ€β +ββ1 @ 1 β 2.02 1.00 2.42e+24 ββ +ββaxis 2β 2.00 1.93e+3 2.42e+24 ββ +ββ β ... ... ... ββ +ββ β 2.82e+3 3.04e+3 2.42e+24 ββ +ββ β 2.00 6.04e+14 2.42e+24 ββ +βββββββββΌβββββββββββββββββββββββββββββββ€β +ββ2 @ 1 β 2.63e+23 2.00 2.12e-7 ββ +ββaxis 2β 2.63e+23 1.93e+3 1.00 ββ +ββ β ... ... ... ββ +ββ β 2.63e+23 3.04e+3 4.00 ββ +ββ β 2.63e+23 6.04e+14 5.00 ββ +βββββββββΌβββββββββββββββββββββββββββββββ€β +ββ3 @ 1 β 3.07e+32 3.00 4.21e-11 ββ +ββaxis 2β 3.07e+32 1.93e+3 1.00 ββ +ββ β ... ... ... ββ +ββ β 3.07e+32 3.04e+3 4.00 ββ +ββ β 3.07e+32 6.04e+14 5.00 ββ +βββββββββΌβββββββββββββββββββββββββββββββ€β +ββ4 @ 1 β 2.02 4.00 5.60e-45 ββ +ββaxis 2β 2.00 1.94e+3 1.00 ββ +ββ β ... ... ... ββ +ββ β 2.82e+3 3.04e+3 4.00 ββ +ββ β 2.00 6.04e+14 5.00 ββ +βββββββββ΄ββββββββββββββββββββββββββββββββ +βββββββββββββββββββββββββββββββββββββββββ€ +βββββββββ¬ββββββββββββββββββββββββββββββββ +ββ3 @ 0 βaxis 3 ββ +βββββββββΌβββββββββββββββββββββββββββββββ€β +ββ0 @ 1 β 3.05 3.09e-41 0.00 ββ +ββaxis 2β 3.02 1.93e+3 1.00 ββ +ββ β ... ... ... ββ +ββ β 2.82e+3 3.04e+3 4.00 ββ +ββ β 3.02 6.04e+14 5.00 ββ +βββββββββΌβββββββββββββββββββββββββββββββ€β +ββ1 @ 1 β 3.02 1.00 2.42e+24 ββ +ββaxis 2β 3.00 1.93e+3 2.42e+24 ββ +ββ β ... ... ... ββ +ββ β 2.82e+3 3.04e+3 2.42e+24 ββ +ββ β 3.00 6.04e+14 2.42e+24 ββ +βββββββββΌβββββββββββββββββββββββββββββββ€β +ββ2 @ 1 β 2.63e+23 2.00 2.12e-7 ββ +ββaxis 2β 2.63e+23 1.93e+3 1.00 ββ +ββ β ... ... ... ββ +ββ β 2.63e+23 3.04e+3 4.00 ββ +ββ β 2.63e+23 6.04e+14 5.00 ββ +βββββββββΌβββββββββββββββββββββββββββββββ€β +ββ3 @ 1 β 3.07e+32 3.00 4.21e-11 ββ +ββaxis 2β 3.07e+32 1.93e+3 1.00 ββ +ββ β ... ... ... ββ +ββ β 3.07e+32 3.04e+3 4.00 ββ +ββ β 3.07e+32 6.04e+14 5.00 ββ +βββββββββΌβββββββββββββββββββββββββββββββ€β +ββ4 @ 1 β 3.02 4.00 0.00 ββ +ββaxis 2β 3.00 1.94e+3 1.00 ββ +ββ β ... ... ... ββ +ββ β 2.82e+3 3.04e+3 4.00 ββ +ββ β 3.00 6.04e+14 5.00 ββ +βββββββββ΄ββββββββββββββββββββββββββββββββ +βββββββββββββββββββββββββββββββββββββββββ HERE: test/einsum/einsum_trivia_exec.ml:299:21 -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 +βββββββββββββββββββββββββββββββββββββ +β[1]: =>_ti shape 0:4,1:3 β +βββββββββ¬ββββββββββββββββββββββββββββ +ββ βaxis 1 ββ +βββββββββΌβββββββββββββββββββββββββββ€β +ββaxis 0β 0.00 3.09e-41 0.00 ββ +ββ β 1.00 0.00 0.00 ββ +ββ β 2.00 0.00 5.60e-45 ββ +ββ β 3.00 0.00 0.00 ββ +βββββββββ΄ββββββββββββββββββββββββββββ +βββββββββββββββββββββββββββββββββββββ HERE: test/einsum/einsum_trivia_exec.ml:300:21 -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 +βββββββββββββββββββββββββββββββββββββ +β[7]: =>_tk shape 0:6,1:3 β +βββββββββ¬ββββββββββββββββββββββββββββ +ββ βaxis 1 ββ +βββββββββΌβββββββββββββββββββββββββββ€β +ββaxis 0β 2.69e-2 3.09e-41 0.00 ββ +ββ β 0.00 1.93e+3 1.00 ββ +ββ β ... ... ... ββ +ββ β 2.82e+3 3.04e+3 4.00 ββ +ββ β 3.09e-41 6.04e+14 5.00 ββ +βββββββββ΄ββββββββββββββββββββββββββββ +βββββββββββββββββββββββββββββββββββββ HERE: test/einsum/einsum_trivia_exec.ml:323:21 (cd _build/.sandbox/0e3cae4799d6dc944f481d5a740675b3/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/0e3cae4799d6dc944f481d5a740675b3/default/test/ocannl_config. Retrieving commandline, environment, or config file variable ocannl_log_level Found 0, in the config file (cd _build/.sandbox/0e3cae4799d6dc944f481d5a740675b3/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/0e3cae4799d6dc944f481d5a740675b3/default/test/ocannl_config. Retrieving commandline, environment, or config file variable ocannl_log_level Found 0, in the config file (cd _build/.sandbox/0e3cae4799d6dc944f481d5a740675b3/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/0e3cae4799d6dc944f481d5a740675b3/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..6d4700a 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 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-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 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 inf β β +β β β +β β β +β β β +β β β +β β β +β β β +β β β +β β β +β β β +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 inf β β β β β β β β β β β -β β - β β β β β β β β β β 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/.sandbox/0e3cae4799d6dc944f481d5a740675b3/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/0e3cae4799d6dc944f481d5a740675b3/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/0e3cae4799d6dc944f481d5a740675b3/default/test/zero2hero_1of7.ml.corrected diff --git a/_build/default/test/zero2hero_1of7.ml b/_build/.sandbox/0e3cae4799d6dc944f481d5a740675b3/default/test/zero2hero_1of7.ml.corrected index 61f11e7..7283ed6 100644 --- a/_build/default/test/zero2hero_1of7.ml +++ b/_build/.sandbox/0e3cae4799d6dc944f481d5a740675b3/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 + 5.00 + #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/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/0e3cae4799d6dc944f481d5a740675b3/default/test/micrograd_demo.ml.corrected diff --git a/_build/default/test/micrograd_demo.ml b/_build/.sandbox/0e3cae4799d6dc944f481d5a740675b3/default/test/micrograd_demo.ml.corrected index 59a566d..3616a16 100644 --- a/_build/default/test/micrograd_demo.ml +++ b/_build/.sandbox/0e3cae4799d6dc944f481d5a740675b3/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 (); @@ -180,223 +149,34 @@ 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 @@ @@ -410,4 +190,21 @@ 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.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 137, 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/0e3cae4799d6dc944f481d5a740675b3/default/test/hello_world_op.ml.corrected diff --git a/_build/default/test/hello_world_op.ml b/_build/.sandbox/0e3cae4799d6dc944f481d5a740675b3/default/test/hello_world_op.ml.corrected index 5674865..5cce4f4 100644 --- a/_build/default/test/hello_world_op.ml +++ b/_build/.sandbox/0e3cae4799d6dc944f481d5a740675b3/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 3.71e+13 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¬βββββββββββ β + ββ βaxis 1 β β + βββββββββΌβββββββββββ€ β + ββaxis 0β 2.97e-15 β β + βββββββββ΄βββββββββββ 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]: c2x3_hoo shape 0:2|1:3 [| [ 1.00 ; 2.00 ; 3.00 ] ; [ 4.00 ; 5.00 ; 6.00 ] |] @@ -139,15 +139,15 @@ let%expect_test "Print constant tensor" = Tensor.print ~with_code:false ~with_grad:false `Default @@ hoo; [%expect {| - βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ - β[1]: [| [ 1.00 ; 2.00 ; 3.00 ] ; [ 4.00 ; 5.00 ; 6.00 ] |]_hoo shape 0:2|1:3 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 - βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ + ββββββββββββββββββββββββββββββ + β[1]: c2x3_hoo shape 0:2|1:3 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 + ββββββββββββββββββββββββββββββ |}]; let%op hey2 = [ @@ -471,28 +471,28 @@ let%expect_test "Matrix multiplication dims 2x3" = Tensor.print ~with_code:false ~with_grad:false `Default @@ hey; [%expect {| - 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 + βββββββββββββββββββββββββββββββ + β[0]: hey shape 1:2->0:3 β + βββββββββ¬ββββββββββββββββββββββ + ββ βaxis 1 ββ + βββββββββΌβββββββββββββββββββββ€β + ββaxis 0β 2.93e-15 3.06e-41 ββ + ββ β 0.00 0.00 ββ + ββ β 4.48e-44 0.00 ββ + βββββββββ΄ββββββββββββββββββββββ + βββββββββββββββββββββββββββββββ |}]; 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 -2.51e+36 4.56e-41 ... -1.36e-38 -1.18e+21 ββ + ββ β -2.28e-26 -1.36e-38 ... -1.36e-38 -1.18e+21 ββ + ββ β ... ... ... ... ... ββ + ββ β -1.36e-38 -1.18e+21 ... -1.18e+21 -2.28e-26 ββ + ββ β -1.36e-38 -1.18e+21 ... -7.38e+20 1.35e-19 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 + ββββββββββββββββββββββββββββββββββββββββββββββββββββββ + β[5]: + shape 0:21 β + βββ¬βββββββββββββββββββββββββββββββββββββββββββββββββββ + βββaxis 0 ββ + βββΌββββββββββββββββββββββββββββββββββββββββββββββββββ€β + βββ -5.03e+36 -9.13e+22 ... -8.30e+22 -1.52e+22 ββ + βββ΄βββββββββββββββββββββββββββββββββββββββββββββββββββ + ββββββββββββββββββββββββββββββββββββββββββββββββββββββ |}] 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/bin/git --no-pager diff --no-index --color=always -u _build/default/test/einsum_trivia.ml _build/.sandbox/0e3cae4799d6dc944f481d5a740675b3/default/test/einsum_trivia.ml.corrected diff --git a/_build/default/test/einsum_trivia.ml b/_build/.sandbox/0e3cae4799d6dc944f481d5a740675b3/default/test/einsum_trivia.ml.corrected index 35a36fa..e41e5b7 100644 --- a/_build/default/test/einsum_trivia.ml +++ b/_build/.sandbox/0e3cae4799d6dc944f481d5a740675b3/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... - 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 @@ 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 + ββββββββββββββββββββββββββββββββββββββββββ + β[9]: ;=>+ shape 0:4,1:5,2:6,3:3 β + βββββββββ¬βββββββββββββββββββββββββββββββββ + ββ0 @ 0 βaxis 3 ββ + βββββββββΌββββββββββββββββββββββββββββββββ€β + ββ0 @ 1 β -5.47e-36 3.08e-41 0.00 ββ + ββaxis 2β -2.68e-36 1.93e+3 1.00 ββ + ββ β ... ... ... ββ + ββ β 2.82e+3 3.04e+3 4.00 ββ + ββ β -2.68e-36 -2.39e+14 5.00 ββ + βββββββββΌββββββββββββββββββββββββββββββββ€β + ββ1 @ 1 β -2.78e-36 1.00 3.16e+3 ββ + ββaxis 2β 0.00 1.93e+3 3.16e+3 ββ + ββ β ... ... ... ββ + ββ β 2.82e+3 3.04e+3 3.16e+3 ββ + ββ β 0.00 -2.39e+14 3.16e+3 ββ + βββββββββΌββββββββββββββββββββββββββββββββ€β + ββ2 @ 1 β 3.33e+3 2.00 3.96e+3 ββ + ββaxis 2β 3.33e+3 1.93e+3 3.96e+3 ββ + ββ β ... ... ... ββ + ββ β 6.15e+3 3.04e+3 3.96e+3 ββ + ββ β 3.33e+3 -2.39e+14 3.96e+3 ββ + βββββββββΌββββββββββββββββββββββββββββββββ€β + ββ3 @ 1 β 4.00e+3 3.00 4.76e+3 ββ + ββaxis 2β 4.00e+3 1.93e+3 4.76e+3 ββ + ββ β ... ... ... ββ + ββ β 6.82e+3 3.04e+3 4.76e+3 ββ + ββ β 4.00e+3 -2.39e+14 4.76e+3 ββ + βββββββββΌββββββββββββββββββββββββββββββββ€β + ββ4 @ 1 β 4.68e+3 4.00 5.56e+3 ββ + ββaxis 2β 4.68e+3 1.94e+3 5.56e+3 ββ + ββ β ... ... ... ββ + ββ β 7.50e+3 3.04e+3 5.56e+3 ββ + ββ β 4.68e+3 -2.39e+14 5.56e+3 ββ + βββββββββ΄βββββββββββββββββββββββββββββββββ + ββββββββββββββββββββββββββββββββββββββββββ€ + βββββββββ¬ββββββββββββββββββββββββββββββ β + ββ1 @ 0 βaxis 3 β β + βββββββββΌββββββββββββββββββββββββββββββ€ β + ββ0 @ 1 β 1.00 2.89e+32 2.42e+24 β β + ββaxis 2β 1.00 2.89e+32 2.42e+24 β β + ββ β ... ... ... β β + ββ β 2.82e+3 2.89e+32 2.42e+24 β β + ββ β 1.00 2.89e+32 2.42e+24 β β + βββββββββΌββββββββββββββββββββββββββββββ€ β + ββ1 @ 1 β 1.00 2.89e+32 2.42e+24 β β + ββaxis 2β 1.00 2.89e+32 2.42e+24 β β + ββ β ... ... ... β β + ββ β 2.82e+3 2.89e+32 2.42e+24 β β + ββ β 1.00 2.89e+32 2.42e+24 β β + βββββββββΌββββββββββββββββββββββββββββββ€ β + ββ2 @ 1 β 3.33e+3 2.89e+32 2.42e+24 β β + ββaxis 2β 3.33e+3 2.89e+32 2.42e+24 β β + ββ β ... ... ... β β + ββ β 6.15e+3 2.89e+32 2.42e+24 β β + ββ β 3.33e+3 2.89e+32 2.42e+24 β β + βββββββββΌββββββββββββββββββββββββββββββ€ β + ββ3 @ 1 β 4.00e+3 2.89e+32 2.42e+24 β β + ββaxis 2β 4.00e+3 2.89e+32 2.42e+24 β β + ββ β ... ... ... β β + ββ β 6.82e+3 2.89e+32 2.42e+24 β β + ββ β 4.00e+3 2.89e+32 2.42e+24 β β + βββββββββΌββββββββββββββββββββββββββββββ€ β + ββ4 @ 1 β 4.68e+3 2.89e+32 2.42e+24 β β + ββaxis 2β 4.68e+3 2.89e+32 2.42e+24 β β + ββ β ... ... ... β β + ββ β 7.50e+3 2.89e+32 2.42e+24 β β + ββ β 4.68e+3 2.89e+32 2.42e+24 β β + βββββββββ΄ββββββββββββββββββββββββββββββ β + ββββββββββββββββββββββββββββββββββββββββββ€ + βββββββββ¬βββββββββββββββββββββββββββββββ β + ββ2 @ 0 βaxis 3 β β + βββββββββΌβββββββββββββββββββββββββββββββ€ β + ββ0 @ 1 β 2.00 2.13e-4 2.11e+20 β β + ββaxis 2β 2.00 1.93e+3 2.11e+20 β β + ββ β ... ... ... β β + ββ β 2.82e+3 3.04e+3 2.11e+20 β β + ββ β 2.00 -2.39e+14 2.11e+20 β β + βββββββββΌβββββββββββββββββββββββββββββββ€ β + ββ1 @ 1 β 2.00 1.00 2.11e+20 β β + ββaxis 2β 2.00 1.93e+3 2.11e+20 β β + ββ β ... ... ... β β + ββ β 2.82e+3 3.04e+3 2.11e+20 β β + ββ β 2.00 -2.39e+14 2.11e+20 β β + βββββββββΌβββββββββββββββββββββββββββββββ€ β + ββ2 @ 1 β 3.33e+3 2.00 2.11e+20 β β + ββaxis 2β 3.33e+3 1.93e+3 2.11e+20 β β + ββ β ... ... ... β β + ββ β 6.15e+3 3.04e+3 2.11e+20 β β + ββ β 3.33e+3 -2.39e+14 2.11e+20 β β + βββββββββΌβββββββββββββββββββββββββββββββ€ β + ββ3 @ 1 β 4.01e+3 3.00 2.11e+20 β β + ββaxis 2β 4.01e+3 1.93e+3 2.11e+20 β β + ββ β ... ... ... β β + ββ β 6.83e+3 3.04e+3 2.11e+20 β β + ββ β 4.01e+3 -2.39e+14 2.11e+20 β β + βββββββββΌβββββββββββββββββββββββββββββββ€ β + ββ4 @ 1 β 4.68e+3 4.00 2.11e+20 β β + ββaxis 2β 4.68e+3 1.94e+3 2.11e+20 β β + ββ β ... ... ... β β + ββ β 7.50e+3 3.04e+3 2.11e+20 β β + ββ β 4.68e+3 -2.39e+14 2.11e+20 β β + βββββββββ΄βββββββββββββββββββββββββββββββ β + ββββββββββββββββββββββββββββββββββββββββββ€ + βββββββββ¬ββββββββββββββββββββββββββββββ β + ββ3 @ 0 βaxis 3 β β + βββββββββΌββββββββββββββββββββββββββββββ€ β + ββ0 @ 1 β 3.00 1.72e+22 4.09e-11 β β + ββaxis 2β 3.00 1.72e+22 1.00 β β + ββ β ... ... ... β β + ββ β 2.82e+3 1.72e+22 4.00 β β + ββ β 3.00 1.72e+22 5.00 β β + βββββββββΌββββββββββββββββββββββββββββββ€ β + ββ1 @ 1 β 3.00 1.72e+22 3.16e+3 β β + ββaxis 2β 3.00 1.72e+22 3.16e+3 β β + ββ β ... ... ... β β + ββ β 2.82e+3 1.72e+22 3.16e+3 β β + ββ β 3.00 1.72e+22 3.16e+3 β β + βββββββββΌββββββββββββββββββββββββββββββ€ β + ββ2 @ 1 β 3.33e+3 1.72e+22 3.96e+3 β β + ββaxis 2β 3.33e+3 1.72e+22 3.96e+3 β β + ββ β ... ... ... β β + ββ β 6.15e+3 1.72e+22 3.96e+3 β β + ββ β 3.33e+3 1.72e+22 3.96e+3 β β + βββββββββΌββββββββββββββββββββββββββββββ€ β + ββ3 @ 1 β 4.01e+3 1.72e+22 4.76e+3 β β + ββaxis 2β 4.01e+3 1.72e+22 4.76e+3 β β + ββ β ... ... ... β β + ββ β 6.83e+3 1.72e+22 4.76e+3 β β + ββ β 4.01e+3 1.72e+22 4.76e+3 β β + βββββββββΌββββββββββββββββββββββββββββββ€ β + ββ4 @ 1 β 4.68e+3 1.72e+22 5.56e+3 β β + ββaxis 2β 4.68e+3 1.72e+22 5.56e+3 β β + ββ β ... ... ... β β + ββ β 7.50e+3 1.72e+22 5.56e+3 β β + ββ β 4.68e+3 1.72e+22 5.56e+3 β β + βββββββββ΄ββββββββββββββββββββββββββββββ β + ββββββββββββββββββββββββββββββββββββββββββ |}]; 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 + βββββββββββββββββββββββββββββββββββββ + β[1]: =>_ti shape 0:4,1:3 β + βββββββββ¬ββββββββββββββββββββββββββββ + ββ βaxis 1 ββ + βββββββββΌβββββββββββββββββββββββββββ€β + ββaxis 0β 0.00 7.00e-45 0.00 ββ + ββ β 1.00 2.89e+32 2.42e+24 ββ + ββ β 2.00 2.13e-4 2.11e+20 ββ + ββ β 3.00 1.72e+22 4.09e-11 ββ + βββββββββ΄ββββββββββββββββββββββββββββ + βββββββββββββββββββββββββββββββββββββ |}]; 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 -2.78e-36 3.08e-41 0.00 ββ + ββ β 0.00 1.93e+3 1.00 ββ + ββ β ... ... ... ββ + ββ β 2.82e+3 3.04e+3 4.00 ββ + ββ β 0.00 -2.39e+14 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 {| 2025-07-01 21:31.39: Cancelling: Timeout (60.0 minutes) Job cancelled 2025-07-01 21:31.40: Timeout (60.0 minutes)