2025-08-13 15:20.47: New job: test ahrefs/ocannl https://github.com/ahrefs/ocannl.git#refs/heads/master (9f93509862ef73c5ec1481eb5b3e0834f365cd58) (linux-arm64:debian-12-5.3_arm64_opam-2.4) Base: ocaml/opam:debian-12-ocaml-5.3@sha256:32ac73f1e1e94e5b51b538ec5bf10459f08ccdd1329a22c26eea8642541b3ba0 Opam project build To reproduce locally: git clone --recursive "https://github.com/ahrefs/ocannl.git" -b "master" && cd "ocannl" && git reset --hard 9f935098 cat > Dockerfile <<'END-OF-DOCKERFILE' FROM ocaml/opam:debian-12-ocaml-5.3@sha256:32ac73f1e1e94e5b51b538ec5bf10459f08ccdd1329a22c26eea8642541b3ba0 # debian-12-5.3_arm64_opam-2.4 USER 1000:1000 ENV CLICOLOR_FORCE="1" ENV OPAMCOLOR="always" WORKDIR /src RUN sudo ln -f /usr/bin/opam-2.4 /usr/bin/opam RUN opam init --reinit -ni RUN uname -rs && opam exec -- ocaml -version && opam --version WORKDIR /src RUN sudo chown opam /src RUN cd ~/opam-repository && (git cat-file -e e77940d8ff8706305602d0d643bf01c77beef2e7 || git fetch origin master) && git reset -q --hard e77940d8ff8706305602d0d643bf01c77beef2e7 && git log --no-decorate -n1 --oneline && opam update -u COPY --chown=1000:1000 neural_nets_lib.opam arrayjit.opam ./ RUN opam pin add -yn neural_nets_lib.dev './' && \ opam pin add -yn arrayjit.dev './' RUN echo '(lang dune 3.0)' > './dune-project' ENV DEPS="angstrom.0.16.1 astring.0.8.5 backoff.0.1.1 base.v0.17.3 base-bigarray.base base-bytes.base base-domains.base base-effects.base base-nnp.base base-threads.base base-unix.base bigarray-compat.1.1.0 bigstringaf.0.10.0 camlp-streams.5.0.1 camlzip.1.13 cmdliner.1.3.0 conf-libcurl.2 conf-libffi.2.0.0 conf-pkg-config.4 conf-zlib.1 cppo.1.8.0 csexp.1.5.2 csv.2.4 ctypes.0.23.0 ctypes-foreign.0.23.0 curl.0.10.0 dune.3.19.1 dune-configurator.3.19.1 dune-private-libs.3.19.1 dune-site.3.19.1 dyn.3.19.1 fieldslib.v0.17.0 fmt.0.11.0 integers.0.7.0 jane-street-headers.v0.17.0 jst-config.v0.17.0 logs.0.9.0 mdx.2.5.0 mtime.2.1.0 multicore-magic.2.3.1 num.1.6 ocaml.5.3.0 ocaml-base-compiler.5.3.0 ocaml-compiler.5.3.0 ocaml-compiler-libs.v0.17.0 ocaml-config.3 ocaml-options-vanilla.1 ocaml-syntax-shims.1.0.0 ocaml-version.4.0.1 ocaml_intrinsics_kernel.v0.17.1 ocamlbuild.0.16.1 ocamlfind.1.9.8 ordering.3.19.1 parsexp.v0.17.0 pp.2.0.0 pprint.20230830 ppx_assert.v0.17.0 ppx_base.v0.17.0 ppx_cold.v0.17.0 ppx_compare.v0.17.0 ppx_derivers.1.2.1 ppx_deriving.6.1.1 ppx_enumerate.v0.17.0 ppx_expect.v0.17.3 ppx_fields_conv.v0.17.0 ppx_globalize.v0.17.2 ppx_hash.v0.17.0 ppx_here.v0.17.0 ppx_inline_test.v0.17.1 ppx_minidebug.2.3.0 ppx_optcomp.v0.17.1 ppx_sexp_conv.v0.17.1 ppx_string.v0.17.0 ppx_variants_conv.v0.17.1 ppxlib.0.36.0 ppxlib_jane.v0.17.4 printbox.0.12 printbox-ext-plot.0.12 printbox-html.0.12 printbox-md.0.12 printbox-text.0.12 ptime.1.2.0 re.1.13.2 result.1.5 saturn_lockfree.0.5.0 seq.base sexplib.v0.17.0 sexplib0.v0.17.0 stdio.v0.17.0 stdlib-shims.0.3.0 stdune.3.19.1 thread-local-storage.0.2 time_now.v0.17.0 topkg.1.1.0 tyxml.4.6.0 uucp.16.0.0 uutf.1.0.4 variantslib.v0.17.0" ENV CI="true" ENV OCAMLCI="true" RUN opam update --depexts && opam install --cli=2.4 --depext-only -y neural_nets_lib.dev arrayjit.dev $DEPS RUN opam install $DEPS COPY --chown=1000:1000 . /src RUN opam exec -- dune build @install @check @runtest && rm -rf _build END-OF-DOCKERFILE docker build . END-REPRO-BLOCK 2025-08-13 15:20.47: Using cache hint "ahrefs/ocannl-ocaml/opam:debian-12-ocaml-5.3@sha256:32ac73f1e1e94e5b51b538ec5bf10459f08ccdd1329a22c26eea8642541b3ba0-debian-12-5.3_arm64_opam-2.4-83f2c92a8149933d384aef7c4711fb31" 2025-08-13 15:20.47: Using OBuilder spec: ((from ocaml/opam:debian-12-ocaml-5.3@sha256:32ac73f1e1e94e5b51b538ec5bf10459f08ccdd1329a22c26eea8642541b3ba0) (comment debian-12-5.3_arm64_opam-2.4) (user (uid 1000) (gid 1000)) (env CLICOLOR_FORCE 1) (env OPAMCOLOR always) (workdir /src) (run (shell "sudo ln -f /usr/bin/opam-2.4 /usr/bin/opam")) (run (shell "opam init --reinit -ni")) (run (shell "uname -rs && opam exec -- ocaml -version && opam --version")) (workdir /src) (run (shell "sudo chown opam /src")) (run (cache (opam-archives (target /home/opam/.opam/download-cache))) (network host) (shell "cd ~/opam-repository && (git cat-file -e e77940d8ff8706305602d0d643bf01c77beef2e7 || git fetch origin master) && git reset -q --hard e77940d8ff8706305602d0d643bf01c77beef2e7 && git log --no-decorate -n1 --oneline && opam update -u")) (copy (src neural_nets_lib.opam arrayjit.opam) (dst ./)) (run (network host) (shell "opam pin add -yn neural_nets_lib.dev './' && \ \nopam pin add -yn arrayjit.dev './'")) (run (network host) (shell "echo '(lang dune 3.0)' > './dune-project'")) (env DEPS "angstrom.0.16.1 astring.0.8.5 backoff.0.1.1 base.v0.17.3 base-bigarray.base base-bytes.base base-domains.base base-effects.base base-nnp.base base-threads.base base-unix.base bigarray-compat.1.1.0 bigstringaf.0.10.0 camlp-streams.5.0.1 camlzip.1.13 cmdliner.1.3.0 conf-libcurl.2 conf-libffi.2.0.0 conf-pkg-config.4 conf-zlib.1 cppo.1.8.0 csexp.1.5.2 csv.2.4 ctypes.0.23.0 ctypes-foreign.0.23.0 curl.0.10.0 dune.3.19.1 dune-configurator.3.19.1 dune-private-libs.3.19.1 dune-site.3.19.1 dyn.3.19.1 fieldslib.v0.17.0 fmt.0.11.0 integers.0.7.0 jane-street-headers.v0.17.0 jst-config.v0.17.0 logs.0.9.0 mdx.2.5.0 mtime.2.1.0 multicore-magic.2.3.1 num.1.6 ocaml.5.3.0 ocaml-base-compiler.5.3.0 ocaml-compiler.5.3.0 ocaml-compiler-libs.v0.17.0 ocaml-config.3 ocaml-options-vanilla.1 ocaml-syntax-shims.1.0.0 ocaml-version.4.0.1 ocaml_intrinsics_kernel.v0.17.1 ocamlbuild.0.16.1 ocamlfind.1.9.8 ordering.3.19.1 parsexp.v0.17.0 pp.2.0.0 pprint.20230830 ppx_assert.v0.17.0 ppx_base.v0.17.0 ppx_cold.v0.17.0 ppx_compare.v0.17.0 ppx_derivers.1.2.1 ppx_deriving.6.1.1 ppx_enumerate.v0.17.0 ppx_expect.v0.17.3 ppx_fields_conv.v0.17.0 ppx_globalize.v0.17.2 ppx_hash.v0.17.0 ppx_here.v0.17.0 ppx_inline_test.v0.17.1 ppx_minidebug.2.3.0 ppx_optcomp.v0.17.1 ppx_sexp_conv.v0.17.1 ppx_string.v0.17.0 ppx_variants_conv.v0.17.1 ppxlib.0.36.0 ppxlib_jane.v0.17.4 printbox.0.12 printbox-ext-plot.0.12 printbox-html.0.12 printbox-md.0.12 printbox-text.0.12 ptime.1.2.0 re.1.13.2 result.1.5 saturn_lockfree.0.5.0 seq.base sexplib.v0.17.0 sexplib0.v0.17.0 stdio.v0.17.0 stdlib-shims.0.3.0 stdune.3.19.1 thread-local-storage.0.2 time_now.v0.17.0 topkg.1.1.0 tyxml.4.6.0 uucp.16.0.0 uutf.1.0.4 variantslib.v0.17.0") (env CI true) (env OCAMLCI true) (run (cache (opam-archives (target /home/opam/.opam/download-cache))) (network host) (shell "opam update --depexts && opam install --cli=2.4 --depext-only -y neural_nets_lib.dev arrayjit.dev $DEPS")) (run (cache (opam-archives (target /home/opam/.opam/download-cache))) (network host) (shell "opam install $DEPS")) (copy (src .) (dst /src)) (run (shell "opam exec -- dune build @install @check @runtest && rm -rf _build")) ) 2025-08-13 15:20.47: Waiting for resource in pool OCluster 2025-08-13 15:20.47: Waiting for worker… 2025-08-13 15:20.47: Got resource from pool OCluster Building on okypous.caelum.ci.dev HEAD is now at 4ca0e4d6 ppx_minidebug `truncate_children` config HEAD is now at 9f935098 Formatting (from ocaml/opam:debian-12-ocaml-5.3@sha256:32ac73f1e1e94e5b51b538ec5bf10459f08ccdd1329a22c26eea8642541b3ba0) Unable to find image 'ocaml/opam:debian-12-ocaml-5.3@sha256:32ac73f1e1e94e5b51b538ec5bf10459f08ccdd1329a22c26eea8642541b3ba0' locally docker.io/ocaml/opam@sha256:32ac73f1e1e94e5b51b538ec5bf10459f08ccdd1329a22c26eea8642541b3ba0: Pulling from ocaml/opam 03e896d35897: Pulling fs layer 03e896d35897: Verifying Checksum 03e896d35897: Download complete 03e896d35897: Pull complete Digest: sha256:32ac73f1e1e94e5b51b538ec5bf10459f08ccdd1329a22c26eea8642541b3ba0 Status: Downloaded newer image for ocaml/opam@sha256:32ac73f1e1e94e5b51b538ec5bf10459f08ccdd1329a22c26eea8642541b3ba0 2025-08-13 15:20.48 ---> using "2b6a049f628b0e00612e07a678630afc4e1995fa41a088af5fe5eeb111627646" from cache /: (comment debian-12-5.3_arm64_opam-2.4) /: (user (uid 1000) (gid 1000)) /: (env CLICOLOR_FORCE 1) /: (env OPAMCOLOR always) /: (workdir /src) /src: (run (shell "sudo ln -f /usr/bin/opam-2.4 /usr/bin/opam")) 2025-08-13 15:20.48 ---> using "cba8234b8fc7799840b819194970153b4c991d7b1e1d82124d5507e801b4b303" from cache /src: (run (shell "opam init --reinit -ni")) Configuring from /home/opam/.opamrc and then from built-in defaults. Checking for available remotes: rsync and local, git. - you won't be able to use mercurial repositories unless you install the hg command on your system. - you won't be able to use darcs repositories unless you install the darcs command on your system. This version of opam requires an update to the layout of /home/opam/.opam from version 2.0 to version 2.2, which can't be reverted. You may want to back it up before going further. Continue? [Y/n] y Format upgrade done. <><> Updating repositories ><><><><><><><><><><><><><><><><><><><><><><><><><><> [default] Initialised 2025-08-13 15:20.48 ---> using "8dbf3a4131ae0c175d927b879174fa9270802ccae27e32926d61bf19cf3a4497" from cache /src: (run (shell "uname -rs && opam exec -- ocaml -version && opam --version")) Linux 5.15.0-138-generic The OCaml toplevel, version 5.3.0 2.4.1 2025-08-13 15:20.48 ---> using "e0fc09850a6640eb14b5e2cbe9dc5457cf1cba3fe1d428d41b18b5e0bcda5dd0" from cache /src: (workdir /src) /src: (run (shell "sudo chown opam /src")) 2025-08-13 15:20.48 ---> using "831ba7eb77537e6f779e2883ed3a8091bde4df00df74b12629337c0cdd9a70a6" from cache /src: (run (cache (opam-archives (target /home/opam/.opam/download-cache))) (network host) (shell "cd ~/opam-repository && (git cat-file -e e77940d8ff8706305602d0d643bf01c77beef2e7 || git fetch origin master) && git reset -q --hard e77940d8ff8706305602d0d643bf01c77beef2e7 && git log --no-decorate -n1 --oneline && opam update -u")) e77940d8ff Merge pull request #28255 from dbuenzli/b0-publish-fmt.0.11.0 <><> Updating package repositories ><><><><><><><><><><><><><><><><><><><><><><> [default] synchronised from git+file:///home/opam/opam-repository Already up-to-date. Nothing to do. # To update the current shell environment, run: eval $(opam env) 2025-08-13 15:20.48 ---> using "f0f83808cc3474050c820f9d75dac216389402078f4585de58de82b1f5413edf" from cache /src: (copy (src neural_nets_lib.opam arrayjit.opam) (dst ./)) 2025-08-13 15:20.48 ---> using "72f2efb81e2594c9611e30f45a9a6c448bc6634a06956ef448d21bc50a94000d" from cache /src: (run (network host) (shell "opam pin add -yn neural_nets_lib.dev './' && \ \nopam pin add -yn arrayjit.dev './'")) [neural_nets_lib.dev] synchronised (file:///src) neural_nets_lib is now pinned to file:///src (version dev) [arrayjit.dev] synchronised (file:///src) arrayjit is now pinned to file:///src (version dev) 2025-08-13 15:20.48 ---> using "2d67ca608efa6581eb325d5463a7b2cfdc0eb3e979483362172b51de89adcfdd" from cache /src: (run (network host) (shell "echo '(lang dune 3.0)' > './dune-project'")) 2025-08-13 15:20.48 ---> using "746a63050d5cfd149fdfa88de31164d9cd799a68c63b1ec5c77d388c59487124" from cache /src: (env DEPS "angstrom.0.16.1 astring.0.8.5 backoff.0.1.1 base.v0.17.3 base-bigarray.base base-bytes.base base-domains.base base-effects.base base-nnp.base base-threads.base base-unix.base bigarray-compat.1.1.0 bigstringaf.0.10.0 camlp-streams.5.0.1 camlzip.1.13 cmdliner.1.3.0 conf-libcurl.2 conf-libffi.2.0.0 conf-pkg-config.4 conf-zlib.1 cppo.1.8.0 csexp.1.5.2 csv.2.4 ctypes.0.23.0 ctypes-foreign.0.23.0 curl.0.10.0 dune.3.19.1 dune-configurator.3.19.1 dune-private-libs.3.19.1 dune-site.3.19.1 dyn.3.19.1 fieldslib.v0.17.0 fmt.0.11.0 integers.0.7.0 jane-street-headers.v0.17.0 jst-config.v0.17.0 logs.0.9.0 mdx.2.5.0 mtime.2.1.0 multicore-magic.2.3.1 num.1.6 ocaml.5.3.0 ocaml-base-compiler.5.3.0 ocaml-compiler.5.3.0 ocaml-compiler-libs.v0.17.0 ocaml-config.3 ocaml-options-vanilla.1 ocaml-syntax-shims.1.0.0 ocaml-version.4.0.1 ocaml_intrinsics_kernel.v0.17.1 ocamlbuild.0.16.1 ocamlfind.1.9.8 ordering.3.19.1 parsexp.v0.17.0 pp.2.0.0 pprint.20230830 ppx_assert.v0.17.0 ppx_base.v0.17.0 ppx_cold.v0.17.0 ppx_compare.v0.17.0 ppx_derivers.1.2.1 ppx_deriving.6.1.1 ppx_enumerate.v0.17.0 ppx_expect.v0.17.3 ppx_fields_conv.v0.17.0 ppx_globalize.v0.17.2 ppx_hash.v0.17.0 ppx_here.v0.17.0 ppx_inline_test.v0.17.1 ppx_minidebug.2.3.0 ppx_optcomp.v0.17.1 ppx_sexp_conv.v0.17.1 ppx_string.v0.17.0 ppx_variants_conv.v0.17.1 ppxlib.0.36.0 ppxlib_jane.v0.17.4 printbox.0.12 printbox-ext-plot.0.12 printbox-html.0.12 printbox-md.0.12 printbox-text.0.12 ptime.1.2.0 re.1.13.2 result.1.5 saturn_lockfree.0.5.0 seq.base sexplib.v0.17.0 sexplib0.v0.17.0 stdio.v0.17.0 stdlib-shims.0.3.0 stdune.3.19.1 thread-local-storage.0.2 time_now.v0.17.0 topkg.1.1.0 tyxml.4.6.0 uucp.16.0.0 uutf.1.0.4 variantslib.v0.17.0") /src: (env CI true) /src: (env OCAMLCI true) /src: (run (cache (opam-archives (target /home/opam/.opam/download-cache))) (network host) (shell "opam update --depexts && opam install --cli=2.4 --depext-only -y neural_nets_lib.dev arrayjit.dev $DEPS")) + /usr/bin/sudo "apt-get" "update" - Hit:1 http://deb.debian.org/debian bookworm InRelease - Get:2 http://deb.debian.org/debian bookworm-updates InRelease [55.4 kB] - Get:3 http://deb.debian.org/debian-security bookworm-security InRelease [48.0 kB] - Get:4 http://deb.debian.org/debian bookworm-updates/main arm64 Packages.diff/Index [19.6 kB] - Ign:4 http://deb.debian.org/debian bookworm-updates/main arm64 Packages.diff/Index - Get:5 http://deb.debian.org/debian bookworm-updates/main arm64 Packages [6936 B] - Get:6 http://deb.debian.org/debian-security bookworm-security/main arm64 Packages [268 kB] - Fetched 398 kB in 0s (851 kB/s) - Reading package lists... - <><> Synchronising pinned packages ><><><><><><><><><><><><><><><><><><><><><><> [arrayjit.dev] synchronised (file:///src) [neural_nets_lib.dev] synchronised (file:///src) [NOTE] Package ocaml-options-vanilla is already installed (current version is 1). [NOTE] Package ocaml-config is already installed (current version is 3). [NOTE] Package ocaml-compiler is already installed (current version is 5.3.0). [NOTE] Package ocaml-base-compiler is already installed (current version is 5.3.0). [NOTE] Package ocaml is already installed (current version is 5.3.0). [NOTE] Package base-unix is already installed (current version is base). [NOTE] Package base-threads is already installed (current version is base). [NOTE] Package base-nnp is already installed (current version is base). [NOTE] Package base-effects is already installed (current version is base). [NOTE] Package base-domains is already installed (current version is base). [NOTE] Package base-bigarray is already installed (current version is base). The following system packages will first need to be installed: libcurl4-gnutls-dev libffi-dev pkg-config zlib1g-dev <><> Handling external dependencies <><><><><><><><><><><><><><><><><><><><><><> + /usr/bin/sudo "apt-get" "install" "-qq" "-yy" "libcurl4-gnutls-dev" "libffi-dev" "pkg-config" "zlib1g-dev" - debconf: delaying package configuration, since apt-utils is not installed - Selecting previously unselected package libcurl4-gnutls-dev:arm64. - (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 ... 18801 files and directories currently installed.) - Preparing to unpack .../0-libcurl4-gnutls-dev_7.88.1-10+deb12u12_arm64.deb ... - Unpacking libcurl4-gnutls-dev:arm64 (7.88.1-10+deb12u12) ... - Selecting previously unselected package libffi-dev:arm64. - Preparing to unpack .../1-libffi-dev_3.4.4-1_arm64.deb ... - Unpacking libffi-dev:arm64 (3.4.4-1) ... - Selecting previously unselected package libpkgconf3:arm64. - Preparing to unpack .../2-libpkgconf3_1.8.1-1_arm64.deb ... - Unpacking libpkgconf3:arm64 (1.8.1-1) ... - Selecting previously unselected package pkgconf-bin. - Preparing to unpack .../3-pkgconf-bin_1.8.1-1_arm64.deb ... - Unpacking pkgconf-bin (1.8.1-1) ... - Selecting previously unselected package pkgconf:arm64. - Preparing to unpack .../4-pkgconf_1.8.1-1_arm64.deb ... - Unpacking pkgconf:arm64 (1.8.1-1) ... - Selecting previously unselected package pkg-config:arm64. - Preparing to unpack .../5-pkg-config_1.8.1-1_arm64.deb ... - Unpacking pkg-config:arm64 (1.8.1-1) ... - Selecting previously unselected package zlib1g-dev:arm64. - Preparing to unpack .../6-zlib1g-dev_1%3a1.2.13.dfsg-1_arm64.deb ... - Unpacking zlib1g-dev:arm64 (1:1.2.13.dfsg-1) ... - Setting up libcurl4-gnutls-dev:arm64 (7.88.1-10+deb12u12) ... - Setting up libffi-dev:arm64 (3.4.4-1) ... - Setting up libpkgconf3:arm64 (1.8.1-1) ... - Setting up pkgconf-bin (1.8.1-1) ... - Setting up zlib1g-dev:arm64 (1:1.2.13.dfsg-1) ... - Setting up pkgconf:arm64 (1.8.1-1) ... - Setting up pkg-config:arm64 (1.8.1-1) ... - Processing triggers for libc-bin (2.36-9+deb12u10) ... 2025-08-13 15:20.48 ---> using "6937e0f1581050a60884411271944c40f959e519e9a345988c1bc5e1d1527b51" from cache /src: (run (cache (opam-archives (target /home/opam/.opam/download-cache))) (network host) (shell "opam install $DEPS")) [NOTE] Package ocaml-options-vanilla is already installed (current version is 1). [NOTE] Package ocaml-config is already installed (current version is 3). [NOTE] Package ocaml-compiler is already installed (current version is 5.3.0). [NOTE] Package ocaml-base-compiler is already installed (current version is 5.3.0). [NOTE] Package ocaml is already installed (current version is 5.3.0). [NOTE] Package base-unix is already installed (current version is base). [NOTE] Package base-threads is already installed (current version is base). [NOTE] Package base-nnp is already installed (current version is base). [NOTE] Package base-effects is already installed (current version is base). [NOTE] Package base-domains is already installed (current version is base). [NOTE] Package base-bigarray is already installed (current version is base). The following actions will be performed: === install 87 packages - install angstrom 0.16.1 - install astring 0.8.5 - install backoff 0.1.1 - install base v0.17.3 - install base-bytes base - install bigarray-compat 1.1.0 - install bigstringaf 0.10.0 - install camlp-streams 5.0.1 - install camlzip 1.13 - install cmdliner 1.3.0 - install conf-libcurl 2 - install conf-libffi 2.0.0 - install conf-pkg-config 4 - install conf-zlib 1 - install cppo 1.8.0 - install csexp 1.5.2 - install csv 2.4 - install ctypes 0.23.0 - install ctypes-foreign 0.23.0 - install curl 0.10.0 - install dune 3.19.1 - install dune-configurator 3.19.1 - install dune-private-libs 3.19.1 - install dune-site 3.19.1 - install dyn 3.19.1 - install fieldslib v0.17.0 - install fmt 0.11.0 - install integers 0.7.0 - install jane-street-headers v0.17.0 - install jst-config v0.17.0 - install logs 0.9.0 - install mdx 2.5.0 - install mtime 2.1.0 - install multicore-magic 2.3.1 - install num 1.6 - install ocaml-compiler-libs v0.17.0 - install ocaml-syntax-shims 1.0.0 - install ocaml-version 4.0.1 - install ocaml_intrinsics_kernel v0.17.1 - install ocamlbuild 0.16.1 - install ocamlfind 1.9.8 - install ordering 3.19.1 - install parsexp v0.17.0 - install pp 2.0.0 - install pprint 20230830 - install ppx_assert v0.17.0 - install ppx_base v0.17.0 - install ppx_cold v0.17.0 - install ppx_compare v0.17.0 - install ppx_derivers 1.2.1 - install ppx_deriving 6.1.1 - install ppx_enumerate v0.17.0 - install ppx_expect v0.17.3 - install ppx_fields_conv v0.17.0 - install ppx_globalize v0.17.2 - install ppx_hash v0.17.0 - install ppx_here v0.17.0 - install ppx_inline_test v0.17.1 - install ppx_minidebug 2.3.0 - install ppx_optcomp v0.17.1 - install ppx_sexp_conv v0.17.1 - install ppx_string v0.17.0 - install ppx_variants_conv v0.17.1 - install ppxlib 0.36.0 - install ppxlib_jane v0.17.4 - install printbox 0.12 - install printbox-ext-plot 0.12 - install printbox-html 0.12 - install printbox-md 0.12 - install printbox-text 0.12 - install ptime 1.2.0 - install re 1.13.2 - install result 1.5 - install saturn_lockfree 0.5.0 - install seq base - install sexplib v0.17.0 - install sexplib0 v0.17.0 - install stdio v0.17.0 - install stdlib-shims 0.3.0 - install stdune 3.19.1 - install thread-local-storage 0.2 - install time_now v0.17.0 - install topkg 1.1.0 - install tyxml 4.6.0 - install uucp 16.0.0 - install uutf 1.0.4 - install variantslib v0.17.0 <><> Processing actions <><><><><><><><><><><><><><><><><><><><><><><><><><><><> -> retrieved angstrom.0.16.1 (cached) -> retrieved astring.0.8.5 (cached) -> retrieved backoff.0.1.1 (cached) -> retrieved bigarray-compat.1.1.0 (cached) -> retrieved bigstringaf.0.10.0 (cached) -> retrieved base.v0.17.3 (cached) -> retrieved camlp-streams.5.0.1 (cached) -> retrieved camlzip.1.13 (cached) -> installed conf-libcurl.2 -> retrieved cmdliner.1.3.0 (cached) -> retrieved cppo.1.8.0 (cached) -> installed conf-pkg-config.4 -> retrieved csexp.1.5.2 (cached) -> retrieved csv.2.4 (cached) -> retrieved ctypes.0.23.0, ctypes-foreign.0.23.0 (cached) -> installed conf-libffi.2.0.0 -> installed conf-zlib.1 -> retrieved curl.0.10.0 (cached) -> retrieved fieldslib.v0.17.0 (cached) -> retrieved integers.0.7.0 (cached) -> retrieved fmt.0.11.0 (cached) -> retrieved jane-street-headers.v0.17.0 (cached) -> retrieved jst-config.v0.17.0 (cached) -> retrieved logs.0.9.0 (cached) -> retrieved mtime.2.1.0 (cached) -> retrieved multicore-magic.2.3.1 (cached) -> retrieved mdx.2.5.0 (cached) -> retrieved num.1.6 (cached) -> retrieved ocaml-compiler-libs.v0.17.0 (cached) -> retrieved ocaml-syntax-shims.1.0.0 (cached) -> retrieved ocaml-version.4.0.1 (cached) -> retrieved ocaml_intrinsics_kernel.v0.17.1 (cached) -> retrieved ocamlbuild.0.16.1 (cached) -> retrieved dune.3.19.1, dune-configurator.3.19.1, dune-private-libs.3.19.1, dune-site.3.19.1, dyn.3.19.1, ordering.3.19.1, stdune.3.19.1 (cached) -> retrieved ocamlfind.1.9.8 (cached) -> retrieved parsexp.v0.17.0 (cached) -> retrieved pp.2.0.0 (cached) -> retrieved pprint.20230830 (cached) -> retrieved ppx_assert.v0.17.0 (cached) -> retrieved ppx_base.v0.17.0 (cached) -> retrieved ppx_cold.v0.17.0 (cached) -> retrieved ppx_compare.v0.17.0 (cached) -> retrieved ppx_derivers.1.2.1 (cached) -> retrieved ppx_enumerate.v0.17.0 (cached) -> retrieved ppx_deriving.6.1.1 (cached) -> retrieved ppx_expect.v0.17.3 (cached) -> installed cmdliner.1.3.0 -> installed num.1.6 -> 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_string.v0.17.0 (cached) -> retrieved ppx_sexp_conv.v0.17.1 (cached) -> retrieved ppx_variants_conv.v0.17.1 (cached) -> retrieved ppxlib_jane.v0.17.4 (cached) -> retrieved ppx_minidebug.2.3.0 (cached) -> retrieved ptime.1.2.0 (cached) -> retrieved re.1.13.2 (cached) -> retrieved result.1.5 (cached) -> retrieved ppxlib.0.36.0 (cached) -> retrieved seq.base (cached) -> installed seq.base -> retrieved printbox.0.12, printbox-ext-plot.0.12, printbox-html.0.12, printbox-md.0.12, printbox-text.0.12 (cached) -> retrieved saturn_lockfree.0.5.0 (cached) -> retrieved sexplib.v0.17.0 (cached) -> retrieved sexplib0.v0.17.0 (cached) -> retrieved stdio.v0.17.0 (cached) -> retrieved stdlib-shims.0.3.0 (cached) -> retrieved thread-local-storage.0.2 (cached) -> retrieved time_now.v0.17.0 (cached) -> retrieved topkg.1.1.0 (cached) -> retrieved tyxml.4.6.0 (cached) -> retrieved uutf.1.0.4 (cached) -> retrieved variantslib.v0.17.0 (cached) -> retrieved uucp.16.0.0 (cached) -> installed ocamlfind.1.9.8 -> installed base-bytes.base -> installed camlzip.1.13 -> installed ocamlbuild.0.16.1 -> installed topkg.1.1.0 -> installed uutf.1.0.4 -> installed mtime.2.1.0 -> installed fmt.0.11.0 -> installed ptime.1.2.0 -> installed astring.0.8.5 -> installed logs.0.9.0 -> installed dune.3.19.1 -> installed backoff.0.1.1 -> installed bigarray-compat.1.1.0 -> installed camlp-streams.5.0.1 -> installed csexp.1.5.2 -> installed cppo.1.8.0 -> installed csv.2.4 -> installed jane-street-headers.v0.17.0 -> installed multicore-magic.2.3.1 -> installed ocaml-compiler-libs.v0.17.0 -> installed ocaml-syntax-shims.1.0.0 -> installed ocaml-version.4.0.1 -> installed ocaml_intrinsics_kernel.v0.17.1 -> installed pp.2.0.0 -> installed pprint.20230830 -> installed ppx_derivers.1.2.1 -> installed printbox.0.12 -> installed re.1.13.2 -> installed result.1.5 -> installed sexplib0.v0.17.0 -> installed stdlib-shims.0.3.0 -> installed thread-local-storage.0.2 -> installed saturn_lockfree.0.5.0 -> installed integers.0.7.0 -> installed ordering.3.19.1 -> installed parsexp.v0.17.0 -> installed dune-configurator.3.19.1 -> installed mdx.2.5.0 -> installed bigstringaf.0.10.0 -> installed sexplib.v0.17.0 -> installed dyn.3.19.1 -> installed tyxml.4.6.0 -> installed angstrom.0.16.1 -> installed curl.0.10.0 -> installed printbox-html.0.12 -> installed stdune.3.19.1 -> installed base.v0.17.3 -> installed ctypes.0.23.0 -> installed fieldslib.v0.17.0 -> installed variantslib.v0.17.0 -> installed stdio.v0.17.0 -> installed dune-private-libs.3.19.1 -> installed ctypes-foreign.0.23.0 -> installed dune-site.3.19.1 -> installed ppxlib.0.36.0 -> installed uucp.16.0.0 -> installed ppxlib_jane.v0.17.4 -> installed ppx_optcomp.v0.17.1 -> installed printbox-text.0.12 -> installed ppx_cold.v0.17.0 -> installed ppx_here.v0.17.0 -> installed ppx_variants_conv.v0.17.1 -> installed printbox-md.0.12 -> installed ppx_fields_conv.v0.17.0 -> installed printbox-ext-plot.0.12 -> installed ppx_deriving.6.1.1 -> installed ppx_enumerate.v0.17.0 -> 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) 2025-08-13 15:20.48 ---> using "a742e62c43f45cf2324586548346c7df05ba9ab17027e1d17ab7bd220074c3bf" from cache /src: (copy (src .) (dst /src)) 2025-08-13 15:20.49 ---> saved as "c34b99594a29f44a2b34b55757263dd1856fafd8568693ddd82b8903b10175a4" /src: (run (shell "opam exec -- dune build @install @check @runtest && rm -rf _build")) File "arrayjit/test/dune", line 6, characters 16-24: 6 | (pps ppx_here ppx_jane))) ^^^^^^^^ Error: Library "ppx_jane" not found. -> required by _build/default/arrayjit/test/.merlin-conf/exe-test_numerical_types -> required by alias arrayjit/test/check (cd _build/default/test/operations/config && ../../../arrayjit/bin/read_config.exe --read=backend) Retrieving commandline, environment, or config file variable ocannl_log_level Found 0, in the config file Wrote value of 'backend' to ocannl_backend.txt (cd _build/default/test/operations && ./threefry4x32_demo.exe --ocannl_output_prec_in_ll_files=true --ocannl_output_debug_files_in_build_directory=true) Retrieving commandline, environment, or config file variable ocannl_log_level Found 0, in the config file Generated 48 uniform random numbers: [0]: 0.831543 [1]: 0.237549 [2]: 0.951172 [3]: 0.120911 [4]: 0.862793 [5]: 0.485352 [6]: 0.674316 [7]: 0.235840 [8]: 0.940918 [9]: 0.007248 [10]: 0.228271 [11]: 0.902832 [12]: 0.403564 [13]: 0.635254 [14]: 0.440674 [15]: 0.443604 [16]: 0.985352 [17]: 0.635254 [18]: 0.252686 [19]: 0.655762 [20]: 0.506836 [21]: 0.048828 [22]: 0.914551 [23]: 0.854004 [24]: 0.942871 [25]: 0.836426 [26]: 0.276855 [27]: 0.749023 [28]: 0.879883 [29]: 0.045044 [30]: 0.203247 [31]: 0.380127 [32]: 0.145630 [33]: 0.250000 [34]: 0.541016 [35]: 0.626953 [36]: 0.852051 [37]: 0.109009 [38]: 0.480713 [39]: 0.904785 [40]: 0.415039 [41]: 0.346924 [42]: 0.269287 [43]: 0.016891 [44]: 0.469238 [45]: 0.454346 [46]: 0.672852 [47]: 0.538086 (cd _build/default/test/operations && ./top_down_prec.exe --ocannl_output_prec_in_ll_files=true --ocannl_output_debug_files_in_build_directory=true) Retrieving commandline, environment, or config file variable ocannl_log_level Found 0, in the config file #8 *._d 8.00 #9 grad_*._d Virt/30 <void> #6 + Virt/152 │#4 c non-emb <void> │ 2.00 #7 grad_+ Virt/30 │#5 grad_c Local/26030 <void> │<void> #0 a non-emb │#2 b non-emb │ 2.00 │ 2.00 │ #1 grad_a Local/26030│#3 grad_b Local/26030│ <void> │<void> │ (cd _build/.sandbox/66ef4ed20ebd0861e45ecce7d3cac691/default/test/einsum && .einsum_tutorials.inline-tests/inline-test-runner.exe inline-test-runner einsum_tutorials -partition 'Found 0, in the config file' -source-tree-root ../.. -diff-cmd -) Retrieving commandline, environment, or config file variable ocannl_log_level Found 0, in the config file (cd _build/.sandbox/66ef4ed20ebd0861e45ecce7d3cac691/default/test/einsum && .einsum_tutorials.inline-tests/inline-test-runner.exe inline-test-runner einsum_tutorials -partition 'Retrieving commandline, environment, or config file variable ocannl_log_level' -source-tree-root ../.. -diff-cmd -) Retrieving commandline, environment, or config file variable ocannl_log_level Found 0, in the config file (cd _build/.sandbox/d3d2b1d04108423b6cd2bef9d502ecc6/default/test/operations && .operations_tutorials.inline-tests/inline-test-runner.exe inline-test-runner operations_tutorials -partition 'Retrieving commandline, environment, or config file variable ocannl_log_level' -source-tree-root ../.. -diff-cmd -) Retrieving commandline, environment, or config file variable ocannl_log_level Found 0, in the config file (cd _build/.sandbox/d3d2b1d04108423b6cd2bef9d502ecc6/default/test/operations && .operations_tutorials.inline-tests/inline-test-runner.exe inline-test-runner operations_tutorials -partition 'Found 0, in the config file' -source-tree-root ../.. -diff-cmd -) Retrieving commandline, environment, or config file variable ocannl_log_level Found 0, in the config file (cd _build/default/test/operations && ./test_threefry_precision.exe) Retrieving commandline, environment, or config file variable ocannl_log_level Found 0, in the config file Threefry4x32 result precision: uint4x32 Uniform result precision: single Retrieving commandline, environment, or config file variable ocannl_backend Found sync_cc, in the config file Retrieving commandline, environment, or config file variable ocannl_cd_ident_style Not found, using default heuristic Retrieving commandline, environment, or config file variable ocannl_ll_ident_style Not found, using default heuristic Retrieving commandline, environment, or config file variable ocannl_output_prec_in_ll_files Not found, using default false Retrieving commandline, environment, or config file variable ocannl_inline_complex_computations Not found, using default true Retrieving commandline, environment, or config file variable ocannl_prefer_backend_uniformity Found true, in the config file Retrieving commandline, environment, or config file variable ocannl_debug_log_to_stream_files Not found, using default false Retrieving commandline, environment, or config file variable ocannl_stack_threshold_in_bytes Not found, using default 16384 Retrieving commandline, environment, or config file variable ocannl_output_dlls_in_build_directory Not found, using default false Retrieving commandline, environment, or config file variable ocannl_cc_backend_optimization_level Not found, using default 3 Retrieving commandline, environment, or config file variable ocannl_cc_backend_compiler_command Not found, using default gcc Retrieving commandline, environment, or config file variable ocannl_cc_backend_verify_codesign Not found, using default false Compilation successful! Actual tensor precision in context: uint4x32 (cd _build/default/test/ppx && ./test_ppx_op_expected.exe) Retrieving commandline, environment, or config file variable ocannl_log_level Found 0, in the config file (cd _build/default/test/ppx && ./test_ppx_op.exe) Retrieving commandline, environment, or config file variable ocannl_log_level Found 0, in the config file (cd _build/.sandbox/d3d2b1d04108423b6cd2bef9d502ecc6/default/test/operations && .operations_tutorials.inline-tests/inline-test-runner.exe inline-test-runner operations_tutorials -partition test_threefry4x32.ml -source-tree-root ../.. -diff-cmd -) Retrieving commandline, environment, or config file variable ocannl_log_level Found 0, in the config file 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 b433a2a..dec6b08 100644 --- a/_build/default/test/einsum/moons_demo_variant.expected +++ b/_build/default/test/einsum/moons_demo_variant.exe.output @@ -24,22 +24,23 @@ n19 w2 as w2: Host&stream/412410; single prec 1x16; mem in bytes: <not-in-yet> n20 grad_w2 as w2.grad: Local/26046; single prec 1x16; mem in bytes: <not-in-yet> n21 @|_moons_input as moons_input: Virt/15; single prec 10x2; mem in bytes: <not-in-yet> n24 @|_moons_class as moons_class: Virt/15; single prec 10x1; mem in bytes: <not-in-yet> -n27 * as n27: Local/1046; single prec 10x16; mem in bytes: <not-in-yet> +n27 * as n27: Virt/151; single prec 10x16; mem in bytes: <not-in-yet> n28 grad_* as n27.grad: Local/1046; single prec 10x16; mem in bytes: <not-in-yet> -n29 + as n29: Local/1046; single prec 10x16; mem in bytes: <not-in-yet> -n30 grad_+ as n29.grad: Local/1046; single prec 10x16; mem in bytes: <not-in-yet> +n29 + as n29: Virt/15; single prec 10x16; mem in bytes: <not-in-yet> +n30 grad_+ as n29.grad: Virt/151; single prec 10x16; mem in bytes: <not-in-yet> n31 relu as relu: Local/1046; single prec 10x16; mem in bytes: <not-in-yet> -n32 grad_relu as relu.grad: Local/1046; single prec 10x16; mem in bytes: <not-in-yet> -n33 *_mlp_@|_moons_input as mlp_moons_input: Local/1046; single prec 10x1; mem in bytes: <not-in-yet> +n32 grad_relu as relu.grad: Virt/151; single prec 10x16; mem in bytes: <not-in-yet> +n33 *_mlp_@|_moons_input as mlp_moons_input: Virt/151; single prec 10x1; mem in bytes: <not-in-yet> n34 grad_*_mlp_@|_moons_input as mlp_moons_input.grad: Local/1046; single prec 10x1; mem in bytes: <not-in-yet> n35 *. as n35: Virt/15; single prec 10x1; mem in bytes: <not-in-yet> -n36 grad_*. as n35.grad: Local/1046; single prec 10x1; mem in bytes: <not-in-yet> +n36 grad_*. as n35.grad: Virt/151; single prec 10x1; mem in bytes: <not-in-yet> n37 1 as _1: Virt/40; single prec 1; mem in bytes: <not-in-yet> -n38 - as n38: Local/1046; single prec 10x1; mem in bytes: <not-in-yet> -n39 grad_- as n38.grad: Local/1046; single prec 10x1; mem in bytes: <not-in-yet> +n38 - as n38: Virt/15; single prec 10x1; mem in bytes: <not-in-yet> +n39 grad_- as n38.grad: Virt/151; single prec 10x1; mem in bytes: <not-in-yet> n40 relu_margin_loss as relu_margin_loss: Virt/15; single prec 10x1; mem in bytes: <not-in-yet> -n41 grad_relu_margin_loss as relu_margin_loss.grad: Local/1046; single prec 10x1; mem in bytes: <not-in-yet> +n41 grad_relu_margin_loss as relu_margin_loss.grad: Virt/151; single prec 10x1; mem in bytes: <not-in-yet> n42 10 as _10: Virt/40; single prec 1; mem in bytes: <not-in-yet> +n43 => as n43: Local/9046; single prec 1; mem in bytes: <not-in-yet> n44 grad_=> as n43.grad: Virt/40; single prec 1; mem in bytes: <not-in-yet> n46 grad_/._scalar_loss as scalar_loss.grad: Virt/40; single prec 1; mem in bytes: <not-in-yet> n47 1 as _1: Virt/40; single prec 1; mem in bytes: <not-in-yet> @@ -64,7 +65,7 @@ n66 sgd_momentum_w2 as sgd_momentum_w2: unknown; single prec <not-in-yet>; mem i n67 0.0001 as n67: Virt/40; single prec 1; mem in bytes: <not-in-yet> n68 *. as n68: Virt/15; single prec 1x16; mem in bytes: <not-in-yet> n69 point_mlp_result as point_mlp_result: Host&shared/37039; single prec 2; mem in bytes: <not-in-yet> -n70 * as n70: Local/1046; single prec 16; mem in bytes: <not-in-yet> +n70 * as n70: Virt/151; single prec 16; mem in bytes: <not-in-yet> n71 grad_* as n70.grad: unknown; single prec 16; mem in bytes: <not-in-yet> n72 + as n72: Virt/15; single prec 16; mem in bytes: <not-in-yet> n73 grad_+ as n72.grad: unknown; single prec 16; mem in bytes: <not-in-yet> (cd _build/.sandbox/d3d2b1d04108423b6cd2bef9d502ecc6/default/test/operations && .operations_tutorials.inline-tests/inline-test-runner.exe inline-test-runner operations_tutorials -partition zero2hero_1of7.ml -source-tree-root ../.. -diff-cmd -) Retrieving commandline, environment, or config file variable ocannl_log_level Found 0, in the config file File "test/einsum/einsum_trivia_exec.expected", line 1, characters 0-0: /usr/bin/git --no-pager diff --no-index --color=always -u _build/default/test/einsum/einsum_trivia_exec.expected _build/default/test/einsum/einsum_trivia_exec.exe.output diff --git a/_build/default/test/einsum/einsum_trivia_exec.expected b/_build/default/test/einsum/einsum_trivia_exec.exe.output index 7b623db..c1ac0a4 100644 --- a/_build/default/test/einsum/einsum_trivia_exec.expected +++ b/_build/default/test/einsum/einsum_trivia_exec.exe.output @@ -657,159 +657,159 @@ HERE: test/einsum/einsum_trivia_exec.ml:229:21 │└──────┴────────────────────────────────────┘│ └─────────────────────────────────────────────┘ HERE: test/einsum/einsum_trivia_exec.ml:254:21 -┌────────────────────────────────┐ -│[9]: ;=>+ shape 0:4,1:5,2:6,3:3 │ -│┌──────┬──────────────────┐ │ -││0 @ 0 │axis 3 │ │ -│├──────┼──────────────────┤ │ -││0 @ 1 │ 0.00 0.00 0.00 │ │ -││axis 2│ 0.00 0.00 1.00 │ │ -││ │ ... ... ... │ │ -││ │ 0.00 0.00 4.00 │ │ -││ │ 0.00 0.00 5.00 │ │ -│├──────┼──────────────────┤ │ -││1 @ 1 │ 0.00 1.00 0.00 │ │ -││axis 2│ 0.00 1.00 1.00 │ │ -││ │ ... ... ... │ │ -││ │ 0.00 1.00 4.00 │ │ -││ │ 0.00 1.00 5.00 │ │ -│├──────┼──────────────────┤ │ -││2 @ 1 │ 0.00 2.00 0.00 │ │ -││axis 2│ 0.00 2.00 1.00 │ │ -││ │ ... ... ... │ │ -││ │ 0.00 2.00 4.00 │ │ -││ │ 0.00 2.00 5.00 │ │ -│├──────┼──────────────────┤ │ -││3 @ 1 │ 0.00 3.00 0.00 │ │ -││axis 2│ 0.00 3.00 1.00 │ │ -││ │ ... ... ... │ │ -││ │ 0.00 3.00 4.00 │ │ -││ │ 0.00 3.00 5.00 │ │ -│├──────┼──────────────────┤ │ -││4 @ 1 │ 0.00 4.00 0.00 │ │ -││axis 2│ 0.00 4.00 1.00 │ │ -││ │ ... ... ... │ │ -││ │ 0.00 4.00 4.00 │ │ -││ │ 0.00 4.00 5.00 │ │ -│└──────┴──────────────────┘ │ -├────────────────────────────────┤ -│┌──────┬──────────────────┐ │ -││1 @ 0 │axis 3 │ │ -│├──────┼──────────────────┤ │ -││0 @ 1 │ 1.00 0.00 0.00 │ │ -││axis 2│ 1.00 0.00 1.00 │ │ -││ │ ... ... ... │ │ -││ │ 1.00 0.00 4.00 │ │ -││ │ 1.00 0.00 5.00 │ │ -│├──────┼──────────────────┤ │ -││1 @ 1 │ 1.00 1.00 0.00 │ │ -││axis 2│ 1.00 1.00 1.00 │ │ -││ │ ... ... ... │ │ -││ │ 1.00 1.00 4.00 │ │ -││ │ 1.00 1.00 5.00 │ │ -│├──────┼──────────────────┤ │ -││2 @ 1 │ 1.00 2.00 0.00 │ │ -││axis 2│ 1.00 2.00 1.00 │ │ -││ │ ... ... ... │ │ -││ │ 1.00 2.00 4.00 │ │ -││ │ 1.00 2.00 5.00 │ │ -│├──────┼──────────────────┤ │ -││3 @ 1 │ 1.00 3.00 0.00 │ │ -││axis 2│ 1.00 3.00 1.00 │ │ -││ │ ... ... ... │ │ -││ │ 1.00 3.00 4.00 │ │ -││ │ 1.00 3.00 5.00 │ │ -│├──────┼──────────────────┤ │ -││4 @ 1 │ 1.00 4.00 0.00 │ │ -││axis 2│ 1.00 4.00 1.00 │ │ -││ │ ... ... ... │ │ -││ │ 1.00 4.00 4.00 │ │ -││ │ 1.00 4.00 5.00 │ │ -│└──────┴──────────────────┘ │ -├────────────────────────────────┤ -│┌──────┬──────────────────┐ │ -││2 @ 0 │axis 3 │ │ -│├──────┼──────────────────┤ │ -││0 @ 1 │ 2.00 0.00 0.00 │ │ -││axis 2│ 2.00 0.00 1.00 │ │ -││ │ ... ... ... │ │ -││ │ 2.00 0.00 4.00 │ │ -││ │ 2.00 0.00 5.00 │ │ -│├──────┼──────────────────┤ │ -││1 @ 1 │ 2.00 1.00 0.00 │ │ -││axis 2│ 2.00 1.00 1.00 │ │ -││ │ ... ... ... │ │ -││ │ 2.00 1.00 4.00 │ │ -││ │ 2.00 1.00 5.00 │ │ -│├──────┼──────────────────┤ │ -││2 @ 1 │ 2.00 2.00 0.00 │ │ -││axis 2│ 2.00 2.00 1.00 │ │ -││ │ ... ... ... │ │ -││ │ 2.00 2.00 4.00 │ │ -││ │ 2.00 2.00 5.00 │ │ -│├──────┼──────────────────┤ │ -││3 @ 1 │ 2.00 3.00 0.00 │ │ -││axis 2│ 2.00 3.00 1.00 │ │ -││ │ ... ... ... │ │ -││ │ 2.00 3.00 4.00 │ │ -││ │ 2.00 3.00 5.00 │ │ -│├──────┼──────────────────┤ │ -││4 @ 1 │ 2.00 4.00 0.00 │ │ -││axis 2│ 2.00 4.00 1.00 │ │ -││ │ ... ... ... │ │ -││ │ 2.00 4.00 4.00 │ │ -││ │ 2.00 4.00 5.00 │ │ -│└──────┴──────────────────┘ │ -├────────────────────────────────┤ -│┌──────┬──────────────────┐ │ -││3 @ 0 │axis 3 │ │ -│├──────┼──────────────────┤ │ -││0 @ 1 │ 3.00 0.00 0.00 │ │ -││axis 2│ 3.00 0.00 1.00 │ │ -││ │ ... ... ... │ │ -││ │ 3.00 0.00 4.00 │ │ -││ │ 3.00 0.00 5.00 │ │ -│├──────┼──────────────────┤ │ -││1 @ 1 │ 3.00 1.00 0.00 │ │ -││axis 2│ 3.00 1.00 1.00 │ │ -││ │ ... ... ... │ │ -││ │ 3.00 1.00 4.00 │ │ -││ │ 3.00 1.00 5.00 │ │ -│├──────┼──────────────────┤ │ -││2 @ 1 │ 3.00 2.00 0.00 │ │ -││axis 2│ 3.00 2.00 1.00 │ │ -││ │ ... ... ... │ │ -││ │ 3.00 2.00 4.00 │ │ -││ │ 3.00 2.00 5.00 │ │ -│├──────┼──────────────────┤ │ -││3 @ 1 │ 3.00 3.00 0.00 │ │ -││axis 2│ 3.00 3.00 1.00 │ │ -││ │ ... ... ... │ │ -││ │ 3.00 3.00 4.00 │ │ -││ │ 3.00 3.00 5.00 │ │ -│├──────┼──────────────────┤ │ -││4 @ 1 │ 3.00 4.00 0.00 │ │ -││axis 2│ 3.00 4.00 1.00 │ │ -││ │ ... ... ... │ │ -││ │ 3.00 4.00 4.00 │ │ -││ │ 3.00 4.00 5.00 │ │ -│└──────┴──────────────────┘ │ -└────────────────────────────────┘ +┌────────────────────────────────────┐ +│[9]: ;=>+ shape 0:4,1:5,2:6,3:3 │ +│┌──────┬───────────────────────────┐│ +││0 @ 0 │axis 3 ││ +│├──────┼───────────────────────────┤│ +││0 @ 1 │ -3.59e-10 6.12e-41 0.00 ││ +││axis 2│ 0.00 2.91e+3 1.00 ││ +││ │ ... ... ... ││ +││ │ 4.68e+3 5.12e+3 4.00 ││ +││ │ 0.00 0.00 5.00 ││ +│├──────┼───────────────────────────┤│ +││1 @ 1 │ -3.59e-10 1.00 0.00 ││ +││axis 2│ 0.00 2.91e+3 1.00 ││ +││ │ ... ... ... ││ +││ │ 4.68e+3 5.12e+3 4.00 ││ +││ │ 0.00 1.00 5.00 ││ +│├──────┼───────────────────────────┤│ +││2 @ 1 │ -3.59e-10 2.00 0.00 ││ +││axis 2│ 0.00 2.91e+3 1.00 ││ +││ │ ... ... ... ││ +││ │ 4.68e+3 5.12e+3 4.00 ││ +││ │ 0.00 2.00 5.00 ││ +│├──────┼───────────────────────────┤│ +││3 @ 1 │ -3.59e-10 3.00 0.00 ││ +││axis 2│ 0.00 2.91e+3 1.00 ││ +││ │ ... ... ... ││ +││ │ 4.68e+3 5.12e+3 4.00 ││ +││ │ 0.00 3.00 5.00 ││ +│├──────┼───────────────────────────┤│ +││4 @ 1 │ -3.59e-10 4.00 0.00 ││ +││axis 2│ 0.00 2.91e+3 1.00 ││ +││ │ ... ... ... ││ +││ │ 4.68e+3 5.12e+3 4.00 ││ +││ │ 0.00 4.00 5.00 ││ +│└──────┴───────────────────────────┘│ +├────────────────────────────────────┤ +│┌──────┬─────────────────────────┐ │ +││1 @ 0 │axis 3 │ │ +│├──────┼─────────────────────────┤ │ +││0 @ 1 │ 1.00 6.12e-41 0.00 │ │ +││axis 2│ 1.00 2.91e+3 1.00 │ │ +││ │ ... ... ... │ │ +││ │ 4.68e+3 5.12e+3 4.00 │ │ +││ │ 1.00 0.00 5.00 │ │ +│├──────┼─────────────────────────┤ │ +││1 @ 1 │ 1.00 1.00 0.00 │ │ +││axis 2│ 1.00 2.91e+3 1.00 │ │ +││ │ ... ... ... │ │ +││ │ 4.68e+3 5.12e+3 4.00 │ │ +││ │ 1.00 1.00 5.00 │ │ +│├──────┼─────────────────────────┤ │ +││2 @ 1 │ 1.00 2.00 0.00 │ │ +││axis 2│ 1.00 2.91e+3 1.00 │ │ +││ │ ... ... ... │ │ +││ │ 4.68e+3 5.12e+3 4.00 │ │ +││ │ 1.00 2.00 5.00 │ │ +│├──────┼─────────────────────────┤ │ +││3 @ 1 │ 1.00 3.00 0.00 │ │ +││axis 2│ 1.00 2.91e+3 1.00 │ │ +││ │ ... ... ... │ │ +││ │ 4.68e+3 5.12e+3 4.00 │ │ +││ │ 1.00 3.00 5.00 │ │ +│├──────┼─────────────────────────┤ │ +││4 @ 1 │ 1.00 4.00 0.00 │ │ +││axis 2│ 1.00 2.91e+3 1.00 │ │ +││ │ ... ... ... │ │ +││ │ 4.68e+3 5.12e+3 4.00 │ │ +││ │ 1.00 4.00 5.00 │ │ +│└──────┴─────────────────────────┘ │ +├────────────────────────────────────┤ +│┌──────┬─────────────────────────┐ │ +││2 @ 0 │axis 3 │ │ +│├──────┼─────────────────────────┤ │ +││0 @ 1 │ 2.00 6.12e-41 0.00 │ │ +││axis 2│ 2.00 2.91e+3 1.00 │ │ +││ │ ... ... ... │ │ +││ │ 4.68e+3 5.12e+3 4.00 │ │ +││ │ 2.00 0.00 5.00 │ │ +│├──────┼─────────────────────────┤ │ +││1 @ 1 │ 2.00 1.00 0.00 │ │ +││axis 2│ 2.00 2.91e+3 1.00 │ │ +││ │ ... ... ... │ │ +││ │ 4.68e+3 5.12e+3 4.00 │ │ +││ │ 2.00 1.00 5.00 │ │ +│├──────┼─────────────────────────┤ │ +││2 @ 1 │ 2.00 2.00 0.00 │ │ +││axis 2│ 2.00 2.91e+3 1.00 │ │ +││ │ ... ... ... │ │ +││ │ 4.68e+3 5.12e+3 4.00 │ │ +││ │ 2.00 2.00 5.00 │ │ +│├──────┼─────────────────────────┤ │ +││3 @ 1 │ 2.00 3.00 0.00 │ │ +││axis 2│ 2.00 2.91e+3 1.00 │ │ +││ │ ... ... ... │ │ +││ │ 4.68e+3 5.12e+3 4.00 │ │ +││ │ 2.00 3.00 5.00 │ │ +│├──────┼─────────────────────────┤ │ +││4 @ 1 │ 2.00 4.00 0.00 │ │ +││axis 2│ 2.00 2.91e+3 1.00 │ │ +││ │ ... ... ... │ │ +││ │ 4.68e+3 5.12e+3 4.00 │ │ +││ │ 2.00 4.00 5.00 │ │ +│└──────┴─────────────────────────┘ │ +├────────────────────────────────────┤ +│┌──────┬─────────────────────────┐ │ +││3 @ 0 │axis 3 │ │ +│├──────┼─────────────────────────┤ │ +││0 @ 1 │ 3.00 6.12e-41 0.00 │ │ +││axis 2│ 3.00 2.91e+3 1.00 │ │ +││ │ ... ... ... │ │ +││ │ 4.68e+3 5.12e+3 4.00 │ │ +││ │ 3.00 0.00 5.00 │ │ +│├──────┼─────────────────────────┤ │ +││1 @ 1 │ 3.00 1.00 0.00 │ │ +││axis 2│ 3.00 2.91e+3 1.00 │ │ +││ │ ... ... ... │ │ +││ │ 4.68e+3 5.12e+3 4.00 │ │ +││ │ 3.00 1.00 5.00 │ │ +│├──────┼─────────────────────────┤ │ +││2 @ 1 │ 3.00 2.00 0.00 │ │ +││axis 2│ 3.00 2.91e+3 1.00 │ │ +││ │ ... ... ... │ │ +││ │ 4.68e+3 5.12e+3 4.00 │ │ +││ │ 3.00 2.00 5.00 │ │ +│├──────┼─────────────────────────┤ │ +││3 @ 1 │ 3.00 3.00 0.00 │ │ +││axis 2│ 3.00 2.91e+3 1.00 │ │ +││ │ ... ... ... │ │ +││ │ 4.68e+3 5.12e+3 4.00 │ │ +││ │ 3.00 3.00 5.00 │ │ +│├──────┼─────────────────────────┤ │ +││4 @ 1 │ 3.00 4.00 0.00 │ │ +││axis 2│ 3.00 2.91e+3 1.00 │ │ +││ │ ... ... ... │ │ +││ │ 4.68e+3 5.12e+3 4.00 │ │ +││ │ 3.00 4.00 5.00 │ │ +│└──────┴─────────────────────────┘ │ +└────────────────────────────────────┘ HERE: test/einsum/einsum_trivia_exec.ml:255:21 [1]: =>_ti shape 0:4,1:3 <not-hosted> HERE: test/einsum/einsum_trivia_exec.ml:256:21 -┌───────────────────────────┐ -│[7]: =>_tk shape 0:6,1:3 │ -│┌──────┬──────────────────┐│ -││ │axis 1 ││ -│├──────┼──────────────────┤│ -││axis 0│ 0.00 0.00 0.00 ││ -││ │ 0.00 0.00 1.00 ││ -││ │ ... ... ... ││ -││ │ 0.00 0.00 4.00 ││ -││ │ 0.00 0.00 5.00 ││ -│└──────┴──────────────────┘│ -└───────────────────────────┘ +┌────────────────────────────────────┐ +│[7]: =>_tk shape 0:6,1:3 │ +│┌──────┬───────────────────────────┐│ +││ │axis 1 ││ +│├──────┼───────────────────────────┤│ +││axis 0│ -3.59e-10 6.12e-41 0.00 ││ +││ │ 0.00 2.91e+3 1.00 ││ +││ │ ... ... ... ││ +││ │ 4.68e+3 5.12e+3 4.00 ││ +││ │ 0.00 0.00 5.00 ││ +│└──────┴───────────────────────────┘│ +└────────────────────────────────────┘ HERE: test/einsum/einsum_trivia_exec.ml:278:21 ┌─────────────────────────────────────────────────────────────────┐ │[2]: ;=>_c shape 0:3|1:4,2:2 │ (cd _build/.sandbox/d3d2b1d04108423b6cd2bef9d502ecc6/default/test/operations && .operations_tutorials.inline-tests/inline-test-runner.exe inline-test-runner operations_tutorials -partition primitive_ops.ml -source-tree-root ../.. -diff-cmd -) Retrieving commandline, environment, or config file variable ocannl_log_level Found 0, in the config file (cd _build/.sandbox/66ef4ed20ebd0861e45ecce7d3cac691/default/test/einsum && .einsum_tutorials.inline-tests/inline-test-runner.exe inline-test-runner einsum_tutorials -partition einsum_trivia.ml -source-tree-root ../.. -diff-cmd -) Retrieving commandline, environment, or config file variable ocannl_log_level Found 0, in the config file File "test/einsum/einsum_trivia.ml", line 1, characters 0-0: /usr/bin/git --no-pager diff --no-index --color=always -u _build/default/test/einsum/einsum_trivia.ml _build/.sandbox/66ef4ed20ebd0861e45ecce7d3cac691/default/test/einsum/einsum_trivia.ml.corrected diff --git a/_build/default/test/einsum/einsum_trivia.ml b/_build/.sandbox/66ef4ed20ebd0861e45ecce7d3cac691/default/test/einsum/einsum_trivia.ml.corrected index 2bcae70..e5d0e12 100644 --- a/_build/default/test/einsum/einsum_trivia.ml +++ b/_build/.sandbox/66ef4ed20ebd0861e45ecce7d3cac691/default/test/einsum/einsum_trivia.ml.corrected @@ -976,144 +976,144 @@ let%expect_test "outer_sum simulating axis concatenation" = [%expect {| HERE: test/einsum/einsum_trivia.ml:975:21 - ┌────────────────────────────────┐ - │[9]: ;=>+ shape 0:4,1:5,2:6,3:3 │ - │┌──────┬──────────────────┐ │ - ││0 @ 0 │axis 3 │ │ - │├──────┼──────────────────┤ │ - ││0 @ 1 │ 0.00 0.00 0.00 │ │ - ││axis 2│ 0.00 0.00 1.00 │ │ - ││ │ ... ... ... │ │ - ││ │ 0.00 0.00 4.00 │ │ - ││ │ 0.00 0.00 5.00 │ │ - │├──────┼──────────────────┤ │ - ││1 @ 1 │ 0.00 1.00 0.00 │ │ - ││axis 2│ 0.00 1.00 1.00 │ │ - ││ │ ... ... ... │ │ - ││ │ 0.00 1.00 4.00 │ │ - ││ │ 0.00 1.00 5.00 │ │ - │├──────┼──────────────────┤ │ - ││2 @ 1 │ 0.00 2.00 0.00 │ │ - ││axis 2│ 0.00 2.00 1.00 │ │ - ││ │ ... ... ... │ │ - ││ │ 0.00 2.00 4.00 │ │ - ││ │ 0.00 2.00 5.00 │ │ - │├──────┼──────────────────┤ │ - ││3 @ 1 │ 0.00 3.00 0.00 │ │ - ││axis 2│ 0.00 3.00 1.00 │ │ - ││ │ ... ... ... │ │ - ││ │ 0.00 3.00 4.00 │ │ - ││ │ 0.00 3.00 5.00 │ │ - │├──────┼──────────────────┤ │ - ││4 @ 1 │ 0.00 4.00 0.00 │ │ - ││axis 2│ 0.00 4.00 1.00 │ │ - ││ │ ... ... ... │ │ - ││ │ 0.00 4.00 4.00 │ │ - ││ │ 0.00 4.00 5.00 │ │ - │└──────┴──────────────────┘ │ - ├────────────────────────────────┤ - │┌──────┬──────────────────┐ │ - ││1 @ 0 │axis 3 │ │ - │├──────┼──────────────────┤ │ - ││0 @ 1 │ 1.00 0.00 0.00 │ │ - ││axis 2│ 1.00 0.00 1.00 │ │ - ││ │ ... ... ... │ │ - ││ │ 1.00 0.00 4.00 │ │ - ││ │ 1.00 0.00 5.00 │ │ - │├──────┼──────────────────┤ │ - ││1 @ 1 │ 1.00 1.00 0.00 │ │ - ││axis 2│ 1.00 1.00 1.00 │ │ - ││ │ ... ... ... │ │ - ││ │ 1.00 1.00 4.00 │ │ - ││ │ 1.00 1.00 5.00 │ │ - │├──────┼──────────────────┤ │ - ││2 @ 1 │ 1.00 2.00 0.00 │ │ - ││axis 2│ 1.00 2.00 1.00 │ │ - ││ │ ... ... ... │ │ - ││ │ 1.00 2.00 4.00 │ │ - ││ │ 1.00 2.00 5.00 │ │ - │├──────┼──────────────────┤ │ - ││3 @ 1 │ 1.00 3.00 0.00 │ │ - ││axis 2│ 1.00 3.00 1.00 │ │ - ││ │ ... ... ... │ │ - ││ │ 1.00 3.00 4.00 │ │ - ││ │ 1.00 3.00 5.00 │ │ - │├──────┼──────────────────┤ │ - ││4 @ 1 │ 1.00 4.00 0.00 │ │ - ││axis 2│ 1.00 4.00 1.00 │ │ - ││ │ ... ... ... │ │ - ││ │ 1.00 4.00 4.00 │ │ - ││ │ 1.00 4.00 5.00 │ │ - │└──────┴──────────────────┘ │ - ├────────────────────────────────┤ - │┌──────┬──────────────────┐ │ - ││2 @ 0 │axis 3 │ │ - │├──────┼──────────────────┤ │ - ││0 @ 1 │ 2.00 0.00 0.00 │ │ - ││axis 2│ 2.00 0.00 1.00 │ │ - ││ │ ... ... ... │ │ - ││ │ 2.00 0.00 4.00 │ │ - ││ │ 2.00 0.00 5.00 │ │ - │├──────┼──────────────────┤ │ - ││1 @ 1 │ 2.00 1.00 0.00 │ │ - ││axis 2│ 2.00 1.00 1.00 │ │ - ││ │ ... ... ... │ │ - ││ │ 2.00 1.00 4.00 │ │ - ││ │ 2.00 1.00 5.00 │ │ - │├──────┼──────────────────┤ │ - ││2 @ 1 │ 2.00 2.00 0.00 │ │ - ││axis 2│ 2.00 2.00 1.00 │ │ - ││ │ ... ... ... │ │ - ││ │ 2.00 2.00 4.00 │ │ - ││ │ 2.00 2.00 5.00 │ │ - │├──────┼──────────────────┤ │ - ││3 @ 1 │ 2.00 3.00 0.00 │ │ - ││axis 2│ 2.00 3.00 1.00 │ │ - ││ │ ... ... ... │ │ - ││ │ 2.00 3.00 4.00 │ │ - ││ │ 2.00 3.00 5.00 │ │ - │├──────┼──────────────────┤ │ - ││4 @ 1 │ 2.00 4.00 0.00 │ │ - ││axis 2│ 2.00 4.00 1.00 │ │ - ││ │ ... ... ... │ │ - ││ │ 2.00 4.00 4.00 │ │ - ││ │ 2.00 4.00 5.00 │ │ - │└──────┴──────────────────┘ │ - ├────────────────────────────────┤ - │┌──────┬──────────────────┐ │ - ││3 @ 0 │axis 3 │ │ - │├──────┼──────────────────┤ │ - ││0 @ 1 │ 3.00 0.00 0.00 │ │ - ││axis 2│ 3.00 0.00 1.00 │ │ - ││ │ ... ... ... │ │ - ││ │ 3.00 0.00 4.00 │ │ - ││ │ 3.00 0.00 5.00 │ │ - │├──────┼──────────────────┤ │ - ││1 @ 1 │ 3.00 1.00 0.00 │ │ - ││axis 2│ 3.00 1.00 1.00 │ │ - ││ │ ... ... ... │ │ - ││ │ 3.00 1.00 4.00 │ │ - ││ │ 3.00 1.00 5.00 │ │ - │├──────┼──────────────────┤ │ - ││2 @ 1 │ 3.00 2.00 0.00 │ │ - ││axis 2│ 3.00 2.00 1.00 │ │ - ││ │ ... ... ... │ │ - ││ │ 3.00 2.00 4.00 │ │ - ││ │ 3.00 2.00 5.00 │ │ - │├──────┼──────────────────┤ │ - ││3 @ 1 │ 3.00 3.00 0.00 │ │ - ││axis 2│ 3.00 3.00 1.00 │ │ - ││ │ ... ... ... │ │ - ││ │ 3.00 3.00 4.00 │ │ - ││ │ 3.00 3.00 5.00 │ │ - │├──────┼──────────────────┤ │ - ││4 @ 1 │ 3.00 4.00 0.00 │ │ - ││axis 2│ 3.00 4.00 1.00 │ │ - ││ │ ... ... ... │ │ - ││ │ 3.00 4.00 4.00 │ │ - ││ │ 3.00 4.00 5.00 │ │ - │└──────┴──────────────────┘ │ - └────────────────────────────────┘ + ┌──────────────────────────────────┐ + │[9]: ;=>+ shape 0:4,1:5,2:6,3:3 │ + │┌──────┬─────────────────────────┐│ + ││0 @ 0 │axis 3 ││ + │├──────┼─────────────────────────┤│ + ││0 @ 1 │ 4.88e+9 6.12e-41 0.00 ││ + ││axis 2│ 0.00 2.91e+3 1.00 ││ + ││ │ ... ... ... ││ + ││ │ 4.68e+3 5.12e+3 4.00 ││ + ││ │ 0.00 0.00 5.00 ││ + │├──────┼─────────────────────────┤│ + ││1 @ 1 │ 4.88e+9 1.00 0.00 ││ + ││axis 2│ 0.00 2.91e+3 1.00 ││ + ││ │ ... ... ... ││ + ││ │ 4.68e+3 5.12e+3 4.00 ││ + ││ │ 0.00 1.00 5.00 ││ + │├──────┼─────────────────────────┤│ + ││2 @ 1 │ 4.88e+9 2.00 0.00 ││ + ││axis 2│ 0.00 2.91e+3 1.00 ││ + ││ │ ... ... ... ││ + ││ │ 4.68e+3 5.12e+3 4.00 ││ + ││ │ 0.00 2.00 5.00 ││ + │├──────┼─────────────────────────┤│ + ││3 @ 1 │ 4.88e+9 3.00 0.00 ││ + ││axis 2│ 0.00 2.91e+3 1.00 ││ + ││ │ ... ... ... ││ + ││ │ 4.68e+3 5.12e+3 4.00 ││ + ││ │ 0.00 3.00 5.00 ││ + │├──────┼─────────────────────────┤│ + ││4 @ 1 │ 4.88e+9 4.00 0.00 ││ + ││axis 2│ 0.00 2.91e+3 1.00 ││ + ││ │ ... ... ... ││ + ││ │ 4.68e+3 5.12e+3 4.00 ││ + ││ │ 0.00 4.00 5.00 ││ + │└──────┴─────────────────────────┘│ + ├──────────────────────────────────┤ + │┌──────┬─────────────────────────┐│ + ││1 @ 0 │axis 3 ││ + │├──────┼─────────────────────────┤│ + ││0 @ 1 │ 4.88e+9 6.12e-41 0.00 ││ + ││axis 2│ 1.00 2.91e+3 1.00 ││ + ││ │ ... ... ... ││ + ││ │ 4.68e+3 5.12e+3 4.00 ││ + ││ │ 1.00 0.00 5.00 ││ + │├──────┼─────────────────────────┤│ + ││1 @ 1 │ 4.88e+9 1.00 0.00 ││ + ││axis 2│ 1.00 2.91e+3 1.00 ││ + ││ │ ... ... ... ││ + ││ │ 4.68e+3 5.12e+3 4.00 ││ + ││ │ 1.00 1.00 5.00 ││ + │├──────┼─────────────────────────┤│ + ││2 @ 1 │ 4.88e+9 2.00 0.00 ││ + ││axis 2│ 1.00 2.91e+3 1.00 ││ + ││ │ ... ... ... ││ + ││ │ 4.68e+3 5.12e+3 4.00 ││ + ││ │ 1.00 2.00 5.00 ││ + │├──────┼─────────────────────────┤│ + ││3 @ 1 │ 4.88e+9 3.00 0.00 ││ + ││axis 2│ 1.00 2.91e+3 1.00 ││ + ││ │ ... ... ... ││ + ││ │ 4.68e+3 5.12e+3 4.00 ││ + ││ │ 1.00 3.00 5.00 ││ + │├──────┼─────────────────────────┤│ + ││4 @ 1 │ 4.88e+9 4.00 0.00 ││ + ││axis 2│ 1.00 2.91e+3 1.00 ││ + ││ │ ... ... ... ││ + ││ │ 4.68e+3 5.12e+3 4.00 ││ + ││ │ 1.00 4.00 5.00 ││ + │└──────┴─────────────────────────┘│ + ├──────────────────────────────────┤ + │┌──────┬─────────────────────────┐│ + ││2 @ 0 │axis 3 ││ + │├──────┼─────────────────────────┤│ + ││0 @ 1 │ 4.88e+9 6.12e-41 0.00 ││ + ││axis 2│ 2.00 2.91e+3 1.00 ││ + ││ │ ... ... ... ││ + ││ │ 4.68e+3 5.12e+3 4.00 ││ + ││ │ 2.00 0.00 5.00 ││ + │├──────┼─────────────────────────┤│ + ││1 @ 1 │ 4.88e+9 1.00 0.00 ││ + ││axis 2│ 2.00 2.91e+3 1.00 ││ + ││ │ ... ... ... ││ + ││ │ 4.68e+3 5.12e+3 4.00 ││ + ││ │ 2.00 1.00 5.00 ││ + │├──────┼─────────────────────────┤│ + ││2 @ 1 │ 4.88e+9 2.00 0.00 ││ + ││axis 2│ 2.00 2.91e+3 1.00 ││ + ││ │ ... ... ... ││ + ││ │ 4.68e+3 5.12e+3 4.00 ││ + ││ │ 2.00 2.00 5.00 ││ + │├──────┼─────────────────────────┤│ + ││3 @ 1 │ 4.88e+9 3.00 0.00 ││ + ││axis 2│ 2.00 2.91e+3 1.00 ││ + ││ │ ... ... ... ││ + ││ │ 4.68e+3 5.12e+3 4.00 ││ + ││ │ 2.00 3.00 5.00 ││ + │├──────┼─────────────────────────┤│ + ││4 @ 1 │ 4.88e+9 4.00 0.00 ││ + ││axis 2│ 2.00 2.91e+3 1.00 ││ + ││ │ ... ... ... ││ + ││ │ 4.68e+3 5.12e+3 4.00 ││ + ││ │ 2.00 4.00 5.00 ││ + │└──────┴─────────────────────────┘│ + ├──────────────────────────────────┤ + │┌──────┬─────────────────────────┐│ + ││3 @ 0 │axis 3 ││ + │├──────┼─────────────────────────┤│ + ││0 @ 1 │ 4.88e+9 6.12e-41 0.00 ││ + ││axis 2│ 3.00 2.91e+3 1.00 ││ + ││ │ ... ... ... ││ + ││ │ 4.68e+3 5.12e+3 4.00 ││ + ││ │ 3.00 0.00 5.00 ││ + │├──────┼─────────────────────────┤│ + ││1 @ 1 │ 4.88e+9 1.00 0.00 ││ + ││axis 2│ 3.00 2.91e+3 1.00 ││ + ││ │ ... ... ... ││ + ││ │ 4.68e+3 5.12e+3 4.00 ││ + ││ │ 3.00 1.00 5.00 ││ + │├──────┼─────────────────────────┤│ + ││2 @ 1 │ 4.88e+9 2.00 0.00 ││ + ││axis 2│ 3.00 2.91e+3 1.00 ││ + ││ │ ... ... ... ││ + ││ │ 4.68e+3 5.12e+3 4.00 ││ + ││ │ 3.00 2.00 5.00 ││ + │├──────┼─────────────────────────┤│ + ││3 @ 1 │ 4.88e+9 3.00 0.00 ││ + ││axis 2│ 3.00 2.91e+3 1.00 ││ + ││ │ ... ... ... ││ + ││ │ 4.68e+3 5.12e+3 4.00 ││ + ││ │ 3.00 3.00 5.00 ││ + │├──────┼─────────────────────────┤│ + ││4 @ 1 │ 4.88e+9 4.00 0.00 ││ + ││axis 2│ 3.00 2.91e+3 1.00 ││ + ││ │ ... ... ... ││ + ││ │ 4.68e+3 5.12e+3 4.00 ││ + ││ │ 3.00 4.00 5.00 ││ + │└──────┴─────────────────────────┘│ + └──────────────────────────────────┘ |}]; Train.printf ~here:[%here] ~with_code:false ~with_grad:false ti; [%expect @@ -1125,18 +1125,18 @@ let%expect_test "outer_sum simulating axis concatenation" = [%expect {| HERE: test/einsum/einsum_trivia.ml:1124:21 - ┌───────────────────────────┐ - │[7]: =>_tk shape 0:6,1:3 │ - │┌──────┬──────────────────┐│ - ││ │axis 1 ││ - │├──────┼──────────────────┤│ - ││axis 0│ 0.00 0.00 0.00 ││ - ││ │ 0.00 0.00 1.00 ││ - ││ │ ... ... ... ││ - ││ │ 0.00 0.00 4.00 ││ - ││ │ 0.00 0.00 5.00 ││ - │└──────┴──────────────────┘│ - └───────────────────────────┘ + ┌──────────────────────────────────┐ + │[7]: =>_tk shape 0:6,1:3 │ + │┌──────┬─────────────────────────┐│ + ││ │axis 1 ││ + │├──────┼─────────────────────────┤│ + ││axis 0│ 4.88e+9 6.12e-41 0.00 ││ + ││ │ 0.00 2.91e+3 1.00 ││ + ││ │ ... ... ... ││ + ││ │ 4.68e+3 5.12e+3 4.00 ││ + ││ │ 0.00 0.00 5.00 ││ + │└──────┴─────────────────────────┘│ + └──────────────────────────────────┘ |}] let%expect_test "einsum with a leftmost input axis preserved as output axis" = (cd _build/.sandbox/d3d2b1d04108423b6cd2bef9d502ecc6/default/test/operations && .operations_tutorials.inline-tests/inline-test-runner.exe inline-test-runner operations_tutorials -partition hello_world_op.ml -source-tree-root ../.. -diff-cmd -) Retrieving commandline, environment, or config file variable ocannl_log_level Found 0, in the config file File "test/operations/zero2hero_1of7.ml", line 1, characters 0-0: /usr/bin/git --no-pager diff --no-index --color=always -u _build/default/test/operations/zero2hero_1of7.ml _build/.sandbox/d3d2b1d04108423b6cd2bef9d502ecc6/default/test/operations/zero2hero_1of7.ml.corrected diff --git a/_build/default/test/operations/zero2hero_1of7.ml b/_build/.sandbox/d3d2b1d04108423b6cd2bef9d502ecc6/default/test/operations/zero2hero_1of7.ml.corrected index 5caa1d9..36cd672 100644 --- a/_build/default/test/operations/zero2hero_1of7.ml +++ b/_build/.sandbox/d3d2b1d04108423b6cd2bef9d502ecc6/default/test/operations/zero2hero_1of7.ml.corrected @@ -273,21 +273,21 @@ let%expect_test "Simple gradients hosted" = [%expect {| #12 *._l - 0.00 + -5.64e-4 #13 grad_*._l - 0.00 + -5.64e-4 #8 +_d │#10 f non-emb - 0.00 │ -2.00 + -5.64e-4 │ -2.00 #9 grad_+_d │#11 grad_f - 0.00 │ 0.00 + -3.10e-13 │ -5.64e-4 #4 *._e │#6 c non-emb│ - 0.00 │ 1.00e+1 │ + -3.10e-13 │ 1.00e+1 │ #5 grad_*._e │#7 grad_c │ - 0.00 │ 0.00 │ + -5.64e-4 │ -5.64e-4 │ #0 a non-emb│#2 b non-emb│ │ 2.00 │ -3.00 │ │ #1 grad_a │#3 grad_b │ │ - 0.00 │ 0.00 │ │ + 1.54e+2 │ 1.45e+2 │ │ |}]; (* Do not update the params: all values and gradients will be at initial points, which are specified in the tensor in the brackets. *) @@ -403,21 +403,21 @@ let%expect_test "Simple gradients virtual" = [%expect {| #12 *._l - 0.00 + -5.64e-4 #13 grad_*._l Virt/40 <void> - #8 +_d Local/1046 │#10 f non-emb + #8 +_d Virt/152 │#10 f non-emb <void> │ -2.00 - #9 grad_+_d Virt/40 │#11 grad_f - <void> │ 0.00 + #9 grad_+_d Virt/151 │#11 grad_f + <void> │ -5.64e-4 #4 *._e Virt/152 │#6 c non-emb│ <void> │ 1.00e+1 │ - #5 grad_*._e Virt/40 │#7 grad_c │ - <void> │ 0.00 │ + #5 grad_*._e Virt/151 │#7 grad_c │ + <void> │ 1.53e+2 │ #0 a non-emb│#2 b non-emb│ │ 2.00 │ -3.00 │ │ #1 grad_a │#3 grad_b │ │ - 0.00 │ 0.00 │ │ + 1.45e+2 │ 1.48e+2 │ │ |}]; (* Do not update the params: all values and gradients will be at initial points, which are specified in the tensor in the brackets. *) @@ -429,13 +429,13 @@ let%expect_test "Simple gradients virtual" = -8.00 #13 grad_*._l Virt/40 <void> - #8 +_d Local/1046 │#10 f non-emb + #8 +_d Virt/152 │#10 f non-emb <void> │ -2.00 - #9 grad_+_d Virt/40 │#11 grad_f + #9 grad_+_d Virt/151 │#11 grad_f <void> │ 4.00 #4 *._e Virt/152 │#6 c non-emb│ <void> │ 1.00e+1 │ - #5 grad_*._e Virt/40 │#7 grad_c │ + #5 grad_*._e Virt/151 │#7 grad_c │ <void> │ -2.00 │ #0 a non-emb│#2 b non-emb│ │ 2.00 │ -3.00 │ │ @@ -455,13 +455,13 @@ let%expect_test "Simple gradients virtual" = -8.00 #13 grad_*._l Virt/40 <void> - #8 +_d Local/1046 │#10 f non-emb + #8 +_d Virt/152 │#10 f non-emb <void> │ -2.40 - #9 grad_+_d Virt/40 │#11 grad_f + #9 grad_+_d Virt/151 │#11 grad_f <void> │ 4.00 #4 *._e Virt/152 │#6 c non-emb│ <void> │ 1.02e+1 │ - #5 grad_*._e Virt/40 │#7 grad_c │ + #5 grad_*._e Virt/151 │#7 grad_c │ <void> │ -2.00 │ #0 a non-emb│#2 b non-emb│ │ 1.40 │ -2.60 │ │ @@ -478,13 +478,13 @@ let%expect_test "Simple gradients virtual" = -1.57e+1 #13 grad_*._l Virt/40 <void> - #8 +_d Local/1046 │#10 f non-emb + #8 +_d Virt/152 │#10 f non-emb <void> │ -2.40 - #9 grad_+_d Virt/40 │#11 grad_f + #9 grad_+_d Virt/151 │#11 grad_f <void> │ 6.56 #4 *._e Virt/152 │#6 c non-emb│ <void> │ 1.02e+1 │ - #5 grad_*._e Virt/40 │#7 grad_c │ + #5 grad_*._e Virt/151 │#7 grad_c │ <void> │ -2.40 │ #0 a non-emb│#2 b non-emb│ │ 1.40 │ -2.60 │ │ @@ -538,7 +538,7 @@ let%expect_test "2D neuron virtual" = 7.00e-1 #9 grad_+_v Virt/40 <void> - #6 * Local/1046 │#0 b non-emb + #6 * Local/9046 │#0 b non-emb <void> │ 6.70 #7 grad_* Virt/40 │#1 grad_b <void> │ 1.00 File "test/operations/hello_world_op.ml", line 1, characters 0-0: /usr/bin/git --no-pager diff --no-index --color=always -u _build/default/test/operations/hello_world_op.ml _build/.sandbox/d3d2b1d04108423b6cd2bef9d502ecc6/default/test/operations/hello_world_op.ml.corrected diff --git a/_build/default/test/operations/hello_world_op.ml b/_build/.sandbox/d3d2b1d04108423b6cd2bef9d502ecc6/default/test/operations/hello_world_op.ml.corrected index d3e06cb..fb61675 100644 --- a/_build/default/test/operations/hello_world_op.ml +++ b/_build/.sandbox/d3d2b1d04108423b6cd2bef9d502ecc6/default/test/operations/hello_world_op.ml.corrected @@ -792,42 +792,42 @@ let%expect_test "Embed self id" = Train.printf ~here:[%here] ~with_code:false ~with_grad:false bar; [%expect {| - HERE: test/operations/hello_world_op.ml:790:23 - ┌─────────────────────────┐ - │[0]: !@self_id shape 0:1 │ - │┌┬──────┐ │ - │││axis 0│ │ - │├┼──────┤ │ - │││ 0.00 │ │ - │└┴──────┘ │ - └─────────────────────────┘ - HERE: test/operations/hello_world_op.ml:791:23 - ┌─────────────────────────┐ - │[1]: !@self_id shape 0:1 │ - │┌┬──────┐ │ - │││axis 0│ │ - │├┼──────┤ │ - │││ 1.00 │ │ - │└┴──────┘ │ - └─────────────────────────┘ - HERE: test/operations/hello_world_op.ml:792:23 - ┌─────────────────────┐ - │[4]: +_bar shape 0:1 │ - │┌┬──────┐ │ - │││axis 0│ │ - │├┼──────┤ │ - │││ 3.00 │ │ - │└┴──────┘ │ - └─────────────────────┘ - |}]; + HERE: test/operations/hello_world_op.ml:790:21 + ┌─────────────────────────┐ + │[0]: !@self_id shape 0:1 │ + │┌┬──────┐ │ + │││axis 0│ │ + │├┼──────┤ │ + │││ 0.00 │ │ + │└┴──────┘ │ + └─────────────────────────┘ + HERE: test/operations/hello_world_op.ml:791:21 + ┌─────────────────────────┐ + │[1]: !@self_id shape 0:1 │ + │┌┬──────┐ │ + │││axis 0│ │ + │├┼──────┤ │ + │││ 1.00 │ │ + │└┴──────┘ │ + └─────────────────────────┘ + HERE: test/operations/hello_world_op.ml:792:21 + ┌─────────────────────┐ + │[4]: +_bar shape 0:1 │ + │┌┬──────┐ │ + │││axis 0│ │ + │├┼──────┤ │ + │││ 3.00 │ │ + │└┴──────┘ │ + └─────────────────────┘ + |}]; Train.printf_tree ~here:[%here] bar; [%expect {| - HERE: test/operations/hello_world_op.ml:822:30 - #4 +_bar - 3.00 - #3 + Virt/40 │#2 !@self_id Virt/40 - <void> │<void> - #1 !@self_id│#0 !@self_id│ - 1.00 │ 0.00 │ - |}] + HERE: test/operations/hello_world_op.ml:823:26 + #4 +_bar + 3.00 + #3 + Virt/40 │#2 !@self_id Virt/40 + <void> │<void> + #1 !@self_id│#0 !@self_id│ + 1.00 │ 0.00 │ + |}] File "test/training/moons_demo_mini.expected", line 1, characters 0-0: /usr/bin/git --no-pager diff --no-index --color=always -u _build/default/test/training/moons_demo_mini.expected _build/default/test/training/moons_demo_mini.exe.output diff --git a/_build/default/test/training/moons_demo_mini.expected b/_build/default/test/training/moons_demo_mini.exe.output index 054cd7c..42fd699 100644 --- a/_build/default/test/training/moons_demo_mini.expected +++ b/_build/default/test/training/moons_demo_mini.exe.output @@ -6,16 +6,15 @@ Half-moons scatterplot and decision boundary: │***###########*********..│ │**#############****......│ │*######%%*######.....%%%.│ -│#####**%%%*.#####....%%%%│ +│#####**%%%..#####....%%%%│ │####***%%%%..####...%%%%.│ │###***.%%%%...###..%%%%%.│ │###**...%%%%%%%##.%%%%%..│ │***......%%%%%%%%%%%%%...│ -│...........%%%%%%%%%%....│ +│**.........%%%%%%%%%%....│ └─────────────────────────┘Loss: ┌─────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐ -│ 2.29│- │ -│ │ │ +│ 3.50│- │ │ │ │ │ │ │ │ │ │ @@ -32,58 +31,60 @@ Half-moons scatterplot and decision boundary: │ │ │ │ │ │ │ │ │ +│ │ │ │l │ │ │o │ │ +│s │ -- │ │s │ │ -│s │ │ -│ │ - │ │ │ │ │ │ │ -│ │ - │ │ │ │ +│ │ - │ │ │ │ │ │ │ │ │ │ │ │ │ -│ │ - - │ +│ │ - │ │ │ │ │ │ │ -│ │ --- - │ -│ │ - │ -│ │ - - - - - - │ -│ │ - - │ -│ │ - - - - - - - - - -- - - - - │ -│ 0.00│ - -- - - - - ---- -- -- --- ---- --- ---- - -- --- ---- ---- - -- │ +│ │ - │ +│ │ - │ +│ │ │ +│ │ - │ +│ │ -- - - │ +│ │ - - - - - - - │ +│ 0.00│ - - --- ---- --- --- ---- ---- --- ---- ---- ---- ---- ---- --- ---- ---- - -- │ ├─────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤ │ │0.00 7.90e+1│ │ │ step │ └─────┴────────────────────────────────────────────────────────────────────────────────────────────────────┘Log-loss, for better visibility: ┌─────────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐ -│ 8.30e-1 │- │ -│ │ │ +│ 1.25 │- │ │ │ - │ -│ │ - │ -│ │ - │ │ │ │ -│ │ - - │ -│ │ - - │ -│ │ -- │ -│ │ - - - - │ -│ │ - - - - │ -│ │ - - │ -│ │ - - │ -│ │ - - - - - - - - - - - │ -│ │ -- - - - - │ -│ │ - - - - - - - - │ -│l │ - - - - - - │ -│o │ - - - - │ -│g │ - - - │ -│ │ - │ -│l │ -- - │ -│o │ - │ -│s │ │ -│s │ │ +│ │ -- │ +│ │ - │ │ │ │ +│ │ - │ +│ │ - │ +│ │ - │ +│ │ - │ +│ │ -- - │ +│ │ - - - - │ +│ │ - │ +│ │ - - - - │ +│ │ - - - - - - - - - - - - │ +│ │ - - │ +│l │ -- - - - │ +│o │ - - -- - │ +│g │ - - - -- - │ +│ │ - - - - - │ +│l │ - - - - │ +│o │ - - │ +│s │ - - │ +│s │ - │ +│ │ - │ +│ │ - │ │ │ │ │ │ │ │ │ │ @@ -92,13 +93,12 @@ Half-moons scatterplot and decision boundary: │ │ │ │ │ │ │ │ │ -│ │ - │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ -│ -1.00e+1│ - - - -- - - - - -- - - - │ +│ -1.00e+1│ - - - -- - - - - -- - - │ ├─────────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤ │ │0.00 7.90e+1│ │ │ step │ File "test/training/bigram.expected", line 1, characters 0-0: /usr/bin/git --no-pager diff --no-index --color=always -u _build/default/test/training/bigram.expected _build/default/test/training/bigram.exe.output diff --git a/_build/default/test/training/bigram.expected b/_build/default/test/training/bigram.exe.output index 410d405..4860db8 100644 --- a/_build/default/test/training/bigram.expected +++ b/_build/default/test/training/bigram.exe.output @@ -19,45 +19,45 @@ Epoch 0, loss=2.944726 2.94 #39 grad_/._batch_loss Virt/40 <void> - #36 => Local/1046 │#35 1000 Virt/40 + #36 => Local/9046 │#35 1000 Virt/40 <void> │<void> #37 grad_=> Virt/40 │ <void> │ - #33 neg_loss Virt/15 │ - <void> │ - #34 grad_neg_loss Local/1046 │ - <void> │ - #31 log Virt/15 │ - <void> │ - #32 grad_log Local/1046 │ - <void> │ - #29 =>_output_probs Local/1046 │ + #33 neg_loss Virt/15 │ + <void> │ + #34 grad_neg_loss Virt/151 │ + <void> │ + #31 log Virt/15 │ + <void> │ + #32 grad_log Virt/151 │ + <void> │ + #29 =>_output_probs Virt/151 │ <void> │ #30 grad_=>_output_probs Local/1046 │ <void> │ - #27 *. Virt/15 │ - <void> │ - #28 grad_*. Local/1046 │ - <void> │ - #20 /._mlp_@|_input_gram Virt/15 │ #3 @|_output_gram Virt/15 │ - <void> │ <void> │ - #21 grad_/._mlp_@|_input_gram Local/1046 │#1 tensor │ - <void> │ 0.00 0.00 ... 0.00 0.00 │ 0.00 0.00 ... 0.00 0.00 │ ... │ 0.00 0.00 ... 0.00 0.00 │ 0.00 0.00 ... 0.00 0.00 │ + #27 *. Virt/15 │ + <void> │ + #28 grad_*. Virt/151 │ + <void> │ + #20 /._mlp_@|_input_gram Virt/15 │ #3 @|_output_gram Virt/15 │ + <void> │ <void> │ + #21 grad_/._mlp_@|_input_gram Virt/151 │#1 tensor │ + <void> │ 0.00 0.00 ... 0.00 0.00 │ 0.00 0.00 ... 0.00 0.00 │ ... │ 0.00 0.00 ... 0.00 0.00 │ 0.00 0.00 ... 0.00 0.00 │ [#16 exp_counts]│ #18 => Local/1046 │ 0.00 0.00 ... 0.00 0.00 │ 0.00 0.00 ... 0.00 0.00 │ │ 0.00 0.00 ... 0.00 0.00 │ 0.00 0.00 ... 0.00 0.00 │ │ <void> │ ... ... ... ... ... │ ... ... ... ... ... │ │ ... ... ... ... ... │ ... ... ... ... ... │ │ #19 grad_=> Local/1046 │ 0.00 0.00 ... 0.00 0.00 │ 1.00 0.00 ... 0.00 0.00 │ │ 0.00 0.00 ... 0.00 0.00 │ 0.00 0.00 ... 0.00 0.00 │ │ <void> │ 0.00 0.00 ... 0.00 0.00 │ 0.00 0.00 ... 0.00 0.00 │ │ 0.00 0.00 ... 0.00 0.00 │ 1.00 0.00 ... 0.00 0.00 │ - │ #16 exp_counts Local/1046 │ │ - │ <void> │ │ - │ #17 grad_exp_counts Local/1046 │ │ - │ <void> │ │ - │#14 * Local/1046 │ │ + │ #16 exp_counts Virt/15 │ │ + │ <void> │ │ + │ #17 grad_exp_counts Virt/151 │ │ + │ <void> │ │ + │#14 * Virt/151 │ │ │<void> │ │ │#15 grad_* Local/1046 │ │ │<void> │ │ │├─#12 + Local/1046 │ │ ││ <void> │ │ - ││ #13 grad_+ Local/1046 │ │ + ││ #13 grad_+ Local/9046 │ │ ││ <void> │ │ ││ ├─[#9 w] │ │ ││ └─#11 1 Virt/40 │ │ (cd _build/default/test/operations && ./micrograd_demo_logging.exe --ocannl_debug_backend=text --ocannl_log_file_stem=micrograd_demo_logging --ocannl_log_main_domain_to_stdout=false --ocannl_debug_log_to_stream_files=true) Retrieving commandline, environment, or config file variable ocannl_log_level Found 0, in the config file Retrieving commandline, environment, or config file variable ocannl_backend Found sync_cc, in the config file Retrieving commandline, environment, or config file variable ocannl_never_capture_stdout Not found, using default false Retrieving commandline, environment, or config file variable ocannl_cd_ident_style Not found, using default heuristic Retrieving commandline, environment, or config file variable ocannl_ll_ident_style Not found, using default heuristic Retrieving commandline, environment, or config file variable ocannl_output_prec_in_ll_files Not found, using default false Retrieving commandline, environment, or config file variable ocannl_inline_complex_computations Not found, using default true Retrieving commandline, environment, or config file variable ocannl_prefer_backend_uniformity Found true, in the config file Retrieving commandline, environment, or config file variable ocannl_debug_log_to_stream_files Found true, commandline --ocannl_debug_log_to_stream_files=true Retrieving commandline, environment, or config file variable ocannl_stack_threshold_in_bytes Not found, using default 16384 Retrieving commandline, environment, or config file variable ocannl_output_dlls_in_build_directory Not found, using default false Retrieving commandline, environment, or config file variable ocannl_cc_backend_optimization_level Not found, using default 3 Retrieving commandline, environment, or config file variable ocannl_cc_backend_compiler_command Not found, using default gcc Retrieving commandline, environment, or config file variable ocannl_cc_backend_verify_codesign Not found, using default false HERE: test/operations/micrograd_demo_logging.ml:33:21 ┌────────────────────┐ │[70]: +_g shape 0:1 │ │┌┬─────────┐ │ │││axis 0 │ │ │├┼─────────┤ │ │││ 2.47e+1 │ │ │└┴─────────┘ │ └────────────────────┘ HERE: test/operations/micrograd_demo_logging.ml:34:21 ┌─────────────────┐ │[0]: a shape 0:1 │ │┌┬───────┐ │ │││axis 0 │ │ │├┼───────┤ │ │││ -4.00 │ │ │└┴───────┘ │ └─────────────────┘ ┌────────────────────────┐ │[0]: a shape 0:1 grad_a│ │┌┬─────────┐ │ │││axis 0 │ │ │├┼─────────┤ │ │││ 1.38e+2 │ │ │└┴─────────┘ │ └────────────────────────┘ HERE: test/operations/micrograd_demo_logging.ml:35:21 ┌─────────────────┐ │[2]: b shape 0:1 │ │┌┬──────┐ │ │││axis 0│ │ │├┼──────┤ │ │││ 2.00 │ │ │└┴──────┘ │ └─────────────────┘ ┌────────────────────────┐ │[2]: b shape 0:1 grad_b│ │┌┬─────────┐ │ │││axis 0 │ │ │├┼─────────┤ │ │││ 6.45e+2 │ │ │└┴─────────┘ │ └────────────────────────┘ File "test/operations/micrograd_demo_logging-sync_cc-0-0.log.expected", line 1, characters 0-0: /usr/bin/git --no-pager diff --no-index --color=always -u _build/default/test/operations/micrograd_demo_logging-sync_cc-0-0.log.expected _build/default/test/operations/sync_cc-0-0.log.actual diff --git a/_build/default/test/operations/micrograd_demo_logging-sync_cc-0-0.log.expected b/_build/default/test/operations/sync_cc-0-0.log.actual index 8857d5d..d5c3405 100644 --- a/_build/default/test/operations/micrograd_demo_logging-sync_cc-0-0.log.expected +++ b/_build/default/test/operations/sync_cc-0-0.log.actual @@ -12,78 +12,32 @@ float *b &[1] = 0xNNNN float *b_grad &[1] = 0xNNNN float *g &[1] = 0xNNNN COMMENT: g forward and gradient update -# n4_c[0] := (a[0] + b[0]); -n4_c[0]{=MAYBE UNINITIALIZED} = -2000e-3 = (a[0]{=-4000e-3} + b[0]{=2000e-3}) -# n19_c[0] := ((n4_c[0] + n4_c[0]) + 1); -n19_c[0]{=MAYBE UNINITIALIZED} = -3000e-3 = ((n4_c[0]{=-2000e-3} + n4_c[0]{=-2000e-3}) + (float)(1)) -# n42[0] := (b[0] - a[0]); -n42[0]{=MAYBE UNINITIALIZED} = 6000e-3 = (b[0]{=2000e-3} - a[0]{=-4000e-3}) -# n31[0] := (b[0] + a[0]); -n31[0]{=MAYBE UNINITIALIZED} = -2000e-3 = (b[0]{=2000e-3} + a[0]{=-4000e-3}) -# n14_d[0] := fma(a[0], b[0], (b[0] * (b[0] * b[0]))); -n14_d[0]{=MAYBE UNINITIALIZED} = 0e-3 = fmaf(a[0]{=-4000e-3}, b[0]{=2000e-3}, (b[0]{=2000e-3} * (b[0]{=2000e-3} * b[0]{=2000e-3}))) -# n40_d[0] := (fma(n14_d[0], 2, n14_d[0]) + relu(n31[0])); -n40_d[0]{=MAYBE UNINITIALIZED} = 0e-3 = (fmaf(n14_d[0]{=0e-3}, (float)(2), n14_d[0]{=0e-3}) + fmaxf(0.0, n31[0]{=-2000e-3})) -# e[0] := (fma(-1, a[0], ((n19_c[0] + 1) + n19_c[0])) - (fma(3, n40_d[0], n40_d[0]) + relu(n42[0]))); -e[0]{=MAYBE UNINITIALIZED} = -7000e-3 = (fmaf((float)(-1), a[0]{=-4000e-3}, ((n19_c[0]{=-3000e-3} + (float)(1)) + n19_c[0]{=-3000e-3})) - (fmaf((float)(3), n40_d[0]{=0e-3}, n40_d[0]{=0e-3}) + fmaxf(0.0, n42[0]{=6000e-3}))) -# f[0] := (e[0] * e[0]); -f[0]{=MAYBE UNINITIALIZED} = 49000e-3 = (e[0]{=-7000e-3} * e[0]{=-7000e-3}) -# g[0] := ((f[0] / 2) + (10 / f[0])); -g[0]{=MAYBE UNINITIALIZED} = 24704e-3 = ((f[0]{=49000e-3} / (float)(2)) + ((float)(10) / f[0]{=49000e-3})) +# g[0] := ((((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) / 2) + (10 / ((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))))); +g[0]{=MAYBE UNINITIALIZED} = 24704e-3 = ((((fmaf((float)(-1), a[0]{=-4000e-3}, (((float)(2) + ((a[0]{=-4000e-3} + b[0]{=2000e-3}) + (a[0]{=-4000e-3} + b[0]{=2000e-3}))) + (((a[0]{=-4000e-3} + b[0]{=2000e-3}) + (a[0]{=-4000e-3} + b[0]{=2000e-3})) + (float)(1)))) - (fmaf((float)(3), (fmaf(fmaf(a[0]{=-4000e-3}, b[0]{=2000e-3}, (b[0]{=2000e-3} * (b[0]{=2000e-3} * b[0]{=2000e-3}))), (float)(2), fmaf(a[0]{=-4000e-3}, b[0]{=2000e-3}, (b[0]{=2000e-3} * (b[0]{=2000e-3} * b[0]{=2000e-3})))) + fmaxf(0.0, (b[0]{=2000e-3} + a[0]{=-4000e-3}))), (fmaf(fmaf(a[0]{=-4000e-3}, b[0]{=2000e-3}, (b[0]{=2000e-3} * (b[0]{=2000e-3} * b[0]{=2000e-3}))), (float)(2), fmaf(a[0]{=-4000e-3}, b[0]{=2000e-3}, (b[0]{=2000e-3} * (b[0]{=2000e-3} * b[0]{=2000e-3})))) + fmaxf(0.0, (b[0]{=2000e-3} + a[0]{=-4000e-3})))) + fmaxf(0.0, (b[0]{=2000e-3} - a[0]{=-4000e-3})))) * (fmaf((float)(-1), a[0]{=-4000e-3}, (((float)(2) + ((a[0]{=-4000e-3} + b[0]{=2000e-3}) + (a[0]{=-4000e-3} + b[0]{=2000e-3}))) + (((a[0]{=-4000e-3} + b[0]{=2000e-3}) + (a[0]{=-4000e-3} + b[0]{=2000e-3})) + (float)(1)))) - (fmaf((float)(3), (fmaf(fmaf(a[0]{=-4000e-3}, b[0]{=2000e-3}, (b[0]{=2000e-3} * (b[0]{=2000e-3} * b[0]{=2000e-3}))), (float)(2), fmaf(a[0]{=-4000e-3}, b[0]{=2000e-3}, (b[0]{=2000e-3} * (b[0]{=2000e-3} * b[0]{=2000e-3})))) + fmaxf(0.0, (b[0]{=2000e-3} + a[0]{=-4000e-3}))), (fmaf(fmaf(a[0]{=-4000e-3}, b[0]{=2000e-3}, (b[0]{=2000e-3} * (b[0]{=2000e-3} * b[0]{=2000e-3}))), (float)(2), fmaf(a[0]{=-4000e-3}, b[0]{=2000e-3}, (b[0]{=2000e-3} * (b[0]{=2000e-3} * b[0]{=2000e-3})))) + fmaxf(0.0, (b[0]{=2000e-3} + a[0]{=-4000e-3})))) + fmaxf(0.0, (b[0]{=2000e-3} - a[0]{=-4000e-3}))))) / (float)(2)) + ((float)(10) / ((fmaf((float)(-1), a[0]{=-4000e-3}, (((float)(2) + ((a[0]{=-4000e-3} + b[0]{=2000e-3}) + (a[0]{=-4000e-3} + b[0]{=2000e-3}))) + (((a[0]{=-4000e-3} + b[0]{=2000e-3}) + (a[0]{=-4000e-3} + b[0]{=2000e-3})) + (float)(1)))) - (fmaf((float)(3), (fmaf(fmaf(a[0]{=-4000e-3}, b[0]{=2000e-3}, (b[0]{=2000e-3} * (b[0]{=2000e-3} * b[0]{=2000e-3}))), (float)(2), fmaf(a[0]{=-4000e-3}, b[0]{=2000e-3}, (b[0]{=2000e-3} * (b[0]{=2000e-3} * b[0]{=2000e-3})))) + fmaxf(0.0, (b[0]{=2000e-3} + a[0]{=-4000e-3}))), (fmaf(fmaf(a[0]{=-4000e-3}, b[0]{=2000e-3}, (b[0]{=2000e-3} * (b[0]{=2000e-3} * b[0]{=2000e-3}))), (float)(2), fmaf(a[0]{=-4000e-3}, b[0]{=2000e-3}, (b[0]{=2000e-3} * (b[0]{=2000e-3} * b[0]{=2000e-3})))) + fmaxf(0.0, (b[0]{=2000e-3} + a[0]{=-4000e-3})))) + fmaxf(0.0, (b[0]{=2000e-3} - a[0]{=-4000e-3})))) * (fmaf((float)(-1), a[0]{=-4000e-3}, (((float)(2) + ((a[0]{=-4000e-3} + b[0]{=2000e-3}) + (a[0]{=-4000e-3} + b[0]{=2000e-3}))) + (((a[0]{=-4000e-3} + b[0]{=2000e-3}) + (a[0]{=-4000e-3} + b[0]{=2000e-3})) + (float)(1)))) - (fmaf((float)(3), (fmaf(fmaf(a[0]{=-4000e-3}, b[0]{=2000e-3}, (b[0]{=2000e-3} * (b[0]{=2000e-3} * b[0]{=2000e-3}))), (float)(2), fmaf(a[0]{=-4000e-3}, b[0]{=2000e-3}, (b[0]{=2000e-3} * (b[0]{=2000e-3} * b[0]{=2000e-3})))) + fmaxf(0.0, (b[0]{=2000e-3} + a[0]{=-4000e-3}))), (fmaf(fmaf(a[0]{=-4000e-3}, b[0]{=2000e-3}, (b[0]{=2000e-3} * (b[0]{=2000e-3} * b[0]{=2000e-3}))), (float)(2), fmaf(a[0]{=-4000e-3}, b[0]{=2000e-3}, (b[0]{=2000e-3} * (b[0]{=2000e-3} * b[0]{=2000e-3})))) + fmaxf(0.0, (b[0]{=2000e-3} + a[0]{=-4000e-3})))) + fmaxf(0.0, (b[0]{=2000e-3} - a[0]{=-4000e-3}))))))) COMMENT: g zero grads and backprop # a_grad := 0 a_grad[0]{=MAYBE UNINITIALIZED} = 0e-3 = (float)(0) # b_grad := 0 b_grad[0]{=MAYBE UNINITIALIZED} = 0e-3 = (float)(0) -# n4_c_grad := 0 -n4_c_grad[0]{=MAYBE UNINITIALIZED} = 0e-3 = (float)(0) -# n19_c_grad := 0 -n19_c_grad[0]{=MAYBE UNINITIALIZED} = 0e-3 = (float)(0) -# n14_d_grad := 0 -n14_d_grad[0]{=MAYBE UNINITIALIZED} = 0e-3 = (float)(0) -# n40_d_grad := 0 -n40_d_grad[0]{=MAYBE UNINITIALIZED} = 0e-3 = (float)(0) -# f_grad := 0 -f_grad[0]{=MAYBE UNINITIALIZED} = 0e-3 = (float)(0) -# f.grad[0] := fma(1, (-10 / (f[0] * f[0])), f.grad[0]); -f_grad[0]{=MAYBE UNINITIALIZED} = -4e-3 = fmaf((float)(1), ((float)(-10) / (f[0]{=49000e-3} * f[0]{=49000e-3})), f_grad[0]{=0e-3}) -# f.grad[0] := (f.grad[0] + 0.5); -f_grad[0]{=MAYBE UNINITIALIZED} = 495e-3 = (f_grad[0]{=-4e-3} + (float)(0.5)) -# n40_d.grad[0] := fma(-1, ((2 * e[0]) * f.grad[0]), n40_d.grad[0]); -n40_d_grad[0]{=MAYBE UNINITIALIZED} = 6941e-3 = fmaf((float)(-1), (((float)(2) * e[0]{=-7000e-3}) * f_grad[0]{=495e-3}), n40_d_grad[0]{=0e-3}) -# n40_d.grad[0] := fma(3, (-1 * ((2 * e[0]) * f.grad[0])), n40_d.grad[0]); -n40_d_grad[0]{=MAYBE UNINITIALIZED} = 27766e-3 = fmaf((float)(3), ((float)(-1) * (((float)(2) * e[0]{=-7000e-3}) * f_grad[0]{=495e-3})), n40_d_grad[0]{=6941e-3}) -# n14_d.grad[0] := (n14_d.grad[0] + n40_d.grad[0]); -n14_d_grad[0]{=MAYBE UNINITIALIZED} = 27766e-3 = (n14_d_grad[0]{=0e-3} + n40_d_grad[0]{=27766e-3}) -# n14_d.grad[0] := fma(n40_d.grad[0], 2, n14_d.grad[0]); -n14_d_grad[0]{=MAYBE UNINITIALIZED} = 83300e-3 = fmaf(n40_d_grad[0]{=27766e-3}, (float)(2), n14_d_grad[0]{=27766e-3}) -# a.grad[0] := fma(n14_d.grad[0], b[0], a.grad[0]); -a_grad[0]{=MAYBE UNINITIALIZED} = 166600e-3 = fmaf(n14_d_grad[0]{=83300e-3}, b[0]{=2000e-3}, a_grad[0]{=0e-3}) -# b.grad[0] := fma(a[0], n14_d.grad[0], b.grad[0]); -b_grad[0]{=MAYBE UNINITIALIZED} = -333201e-3 = fmaf(a[0]{=-4000e-3}, n14_d_grad[0]{=83300e-3}, b_grad[0]{=0e-3}) -# b.grad[0] := fma((3 * (b[0] * b[0])), n14_d.grad[0], b.grad[0]); -b_grad[0]{=MAYBE UNINITIALIZED} = 666402e-3 = fmaf(((float)(3) * (b[0]{=2000e-3} * b[0]{=2000e-3})), n14_d_grad[0]{=83300e-3}, b_grad[0]{=-333201e-3}) -# b.grad[0] := (b.grad[0] + relu_gate(n31[0], n40_d.grad[0])); -b_grad[0]{=MAYBE UNINITIALIZED} = 666402e-3 = (b_grad[0]{=666402e-3} + (n31[0]{=-2000e-3} > 0.0 ? n40_d_grad[0]{=27766e-3} : 0.0)) -# a.grad[0] := (a.grad[0] + relu_gate(n31[0], n40_d.grad[0])); -a_grad[0]{=MAYBE UNINITIALIZED} = 166600e-3 = (a_grad[0]{=166600e-3} + (n31[0]{=-2000e-3} > 0.0 ? n40_d_grad[0]{=27766e-3} : 0.0)) -# b.grad[0] := (b.grad[0] + relu_gate(n42[0], (-1 * ((2 * e[0]) * f.grad[0])))); -b_grad[0]{=MAYBE UNINITIALIZED} = 673344e-3 = (b_grad[0]{=666402e-3} + (n42[0]{=6000e-3} > 0.0 ? ((float)(-1) * (((float)(2) * e[0]{=-7000e-3}) * f_grad[0]{=495e-3})) : 0.0)) -# a.grad[0] := (a.grad[0] - relu_gate(n42[0], (-1 * ((2 * e[0]) * f.grad[0])))); -a_grad[0]{=MAYBE UNINITIALIZED} = 159658e-3 = (a_grad[0]{=166600e-3} - (n42[0]{=6000e-3} > 0.0 ? ((float)(-1) * (((float)(2) * e[0]{=-7000e-3}) * f_grad[0]{=495e-3})) : 0.0)) -# n19_c.grad[0] := fma((2 * e[0]), f.grad[0], n19_c.grad[0]); -n19_c_grad[0]{=MAYBE UNINITIALIZED} = -6941e-3 = fmaf(((float)(2) * e[0]{=-7000e-3}), f_grad[0]{=495e-3}, n19_c_grad[0]{=0e-3}) -# n19_c.grad[0] := fma((2 * e[0]), f.grad[0], n19_c.grad[0]); -n19_c_grad[0]{=MAYBE UNINITIALIZED} = -13883e-3 = fmaf(((float)(2) * e[0]{=-7000e-3}), f_grad[0]{=495e-3}, n19_c_grad[0]{=-6941e-3}) -# n4_c.grad[0] := (n4_c.grad[0] + n19_c.grad[0]); -n4_c_grad[0]{=MAYBE UNINITIALIZED} = -13883e-3 = (n4_c_grad[0]{=0e-3} + n19_c_grad[0]{=-13883e-3}) -# n4_c.grad[0] := (n4_c.grad[0] + n19_c.grad[0]); -n4_c_grad[0]{=MAYBE UNINITIALIZED} = -27766e-3 = (n4_c_grad[0]{=-13883e-3} + n19_c_grad[0]{=-13883e-3}) -# a.grad[0] := (a.grad[0] + n4_c.grad[0]); -a_grad[0]{=MAYBE UNINITIALIZED} = 131892e-3 = (a_grad[0]{=159658e-3} + n4_c_grad[0]{=-27766e-3}) -# b.grad[0] := (b.grad[0] + n4_c.grad[0]); -b_grad[0]{=MAYBE UNINITIALIZED} = 645577e-3 = (b_grad[0]{=673344e-3} + n4_c_grad[0]{=-27766e-3}) -# a.grad[0] := fma(-1, ((2 * e[0]) * f.grad[0]), a.grad[0]); -a_grad[0]{=MAYBE UNINITIALIZED} = 138833e-3 = fmaf((float)(-1), (((float)(2) * e[0]{=-7000e-3}) * f_grad[0]{=495e-3}), a_grad[0]{=131892e-3}) +# a.grad[0] := fma(v70_n14_d.grad {$ v70_n14_d.grad := 0;$ v70_n14_d.grad := (v70_n14_d.grad + v64_n40_d.grad {$ v64_n40_d.grad := 0;$ v64_n40_d.grad := fma(-1, ((2 * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * v54_f.grad {$ v54_f.grad := 0;$ v54_f.grad := fma(1, (-10 / (((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * ((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))))), v54_f.grad);$ v54_f.grad := (v54_f.grad + 0.5);$ }), v64_n40_d.grad);$ v64_n40_d.grad := fma(3, (-1 * ((2 * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * v54_f.grad {$ v54_f.grad := 0;$ v54_f.grad := fma(1, (-10 / (((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * ((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))))), v54_f.grad);$ v54_f.grad := (v54_f.grad + 0.5);$ })), v64_n40_d.grad);$ });$ v70_n14_d.grad := fma(v64_n40_d.grad {$ v64_n40_d.grad := 0;$ v64_n40_d.grad := fma(-1, ((2 * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * v54_f.grad {$ v54_f.grad := 0;$ v54_f.grad := fma(1, (-10 / (((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * ((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))))), v54_f.grad);$ v54_f.grad := (v54_f.grad + 0.5);$ }), v64_n40_d.grad);$ v64_n40_d.grad := fma(3, (-1 * ((2 * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * v54_f.grad {$ v54_f.grad := 0;$ v54_f.grad := fma(1, (-10 / (((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * ((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))))), v54_f.grad);$ v54_f.grad := (v54_f.grad + 0.5);$ })), v64_n40_d.grad);$ }, 2, v70_n14_d.grad);$}, b[0], a.grad[0]); +a_grad[0]{=MAYBE UNINITIALIZED} = 166600e-3 = fmaf(v70_n14_d_grad{=83300e-3}, b[0]{=2000e-3}, a_grad[0]{=0e-3}) +# b.grad[0] := fma(a[0], v70_n14_d.grad {$ v70_n14_d.grad := 0;$ v70_n14_d.grad := (v70_n14_d.grad + v64_n40_d.grad {$ v64_n40_d.grad := 0;$ v64_n40_d.grad := fma(-1, ((2 * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * v54_f.grad {$ v54_f.grad := 0;$ v54_f.grad := fma(1, (-10 / (((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * ((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))))), v54_f.grad);$ v54_f.grad := (v54_f.grad + 0.5);$ }), v64_n40_d.grad);$ v64_n40_d.grad := fma(3, (-1 * ((2 * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * v54_f.grad {$ v54_f.grad := 0;$ v54_f.grad := fma(1, (-10 / (((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * ((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))))), v54_f.grad);$ v54_f.grad := (v54_f.grad + 0.5);$ })), v64_n40_d.grad);$ });$ v70_n14_d.grad := fma(v64_n40_d.grad {$ v64_n40_d.grad := 0;$ v64_n40_d.grad := fma(-1, ((2 * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * v54_f.grad {$ v54_f.grad := 0;$ v54_f.grad := fma(1, (-10 / (((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * ((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))))), v54_f.grad);$ v54_f.grad := (v54_f.grad + 0.5);$ }), v64_n40_d.grad);$ v64_n40_d.grad := fma(3, (-1 * ((2 * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * v54_f.grad {$ v54_f.grad := 0;$ v54_f.grad := fma(1, (-10 / (((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * ((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))))), v54_f.grad);$ v54_f.grad := (v54_f.grad + 0.5);$ })), v64_n40_d.grad);$ }, 2, v70_n14_d.grad);$}, b.grad[0]); +b_grad[0]{=MAYBE UNINITIALIZED} = -333201e-3 = fmaf(a[0]{=-4000e-3}, v70_n14_d_grad{=83300e-3}, b_grad[0]{=0e-3}) +# b.grad[0] := fma((3 * (b[0] * b[0])), v71_n14_d.grad {$ v71_n14_d.grad := 0;$ v71_n14_d.grad := (v71_n14_d.grad + v64_n40_d.grad {$ v64_n40_d.grad := 0;$ v64_n40_d.grad := fma(-1, ((2 * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * v54_f.grad {$ v54_f.grad := 0;$ v54_f.grad := fma(1, (-10 / (((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * ((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))))), v54_f.grad);$ v54_f.grad := (v54_f.grad + 0.5);$ }), v64_n40_d.grad);$ v64_n40_d.grad := fma(3, (-1 * ((2 * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * v54_f.grad {$ v54_f.grad := 0;$ v54_f.grad := fma(1, (-10 / (((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * ((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))))), v54_f.grad);$ v54_f.grad := (v54_f.grad + 0.5);$ })), v64_n40_d.grad);$ });$ v71_n14_d.grad := fma(v64_n40_d.grad {$ v64_n40_d.grad := 0;$ v64_n40_d.grad := fma(-1, ((2 * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * v54_f.grad {$ v54_f.grad := 0;$ v54_f.grad := fma(1, (-10 / (((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * ((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))))), v54_f.grad);$ v54_f.grad := (v54_f.grad + 0.5);$ }), v64_n40_d.grad);$ v64_n40_d.grad := fma(3, (-1 * ((2 * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * v54_f.grad {$ v54_f.grad := 0;$ v54_f.grad := fma(1, (-10 / (((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * ((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))))), v54_f.grad);$ v54_f.grad := (v54_f.grad + 0.5);$ })), v64_n40_d.grad);$ }, 2, v71_n14_d.grad);$}, b.grad[0]); +b_grad[0]{=MAYBE UNINITIALIZED} = 666402e-3 = fmaf(((float)(3) * (b[0]{=2000e-3} * b[0]{=2000e-3})), v71_n14_d_grad{=83300e-3}, b_grad[0]{=-333201e-3}) +# b.grad[0] := (b.grad[0] + relu_gate((b[0] + a[0]), v65_n40_d.grad {$ v65_n40_d.grad := 0;$ v65_n40_d.grad := fma(-1, ((2 * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * v54_f.grad {$ v54_f.grad := 0;$ v54_f.grad := fma(1, (-10 / (((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * ((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))))), v54_f.grad);$ v54_f.grad := (v54_f.grad + 0.5);$ }), v65_n40_d.grad);$ v65_n40_d.grad := fma(3, (-1 * ((2 * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * v54_f.grad {$ v54_f.grad := 0;$ v54_f.grad := fma(1, (-10 / (((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * ((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))))), v54_f.grad);$ v54_f.grad := (v54_f.grad + 0.5);$ })), v65_n40_d.grad);$})); +b_grad[0]{=MAYBE UNINITIALIZED} = 666402e-3 = (b_grad[0]{=666402e-3} + ((b[0]{=2000e-3} + a[0]{=-4000e-3}) > 0.0 ? v65_n40_d_grad{=27766e-3} : 0.0)) +# a.grad[0] := (a.grad[0] + relu_gate((b[0] + a[0]), v65_n40_d.grad {$ v65_n40_d.grad := 0;$ v65_n40_d.grad := fma(-1, ((2 * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * v54_f.grad {$ v54_f.grad := 0;$ v54_f.grad := fma(1, (-10 / (((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * ((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))))), v54_f.grad);$ v54_f.grad := (v54_f.grad + 0.5);$ }), v65_n40_d.grad);$ v65_n40_d.grad := fma(3, (-1 * ((2 * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * v54_f.grad {$ v54_f.grad := 0;$ v54_f.grad := fma(1, (-10 / (((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * ((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))))), v54_f.grad);$ v54_f.grad := (v54_f.grad + 0.5);$ })), v65_n40_d.grad);$})); +a_grad[0]{=MAYBE UNINITIALIZED} = 166600e-3 = (a_grad[0]{=166600e-3} + ((b[0]{=2000e-3} + a[0]{=-4000e-3}) > 0.0 ? v65_n40_d_grad{=27766e-3} : 0.0)) +# b.grad[0] := (b.grad[0] + relu_gate((b[0] - a[0]), (-1 * ((2 * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * v54_f.grad {$ v54_f.grad := 0;$ v54_f.grad := fma(1, (-10 / (((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * ((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))))), v54_f.grad);$ v54_f.grad := (v54_f.grad + 0.5);$})))); +b_grad[0]{=MAYBE UNINITIALIZED} = 673344e-3 = (b_grad[0]{=666402e-3} + ((b[0]{=2000e-3} - a[0]{=-4000e-3}) > 0.0 ? ((float)(-1) * (((float)(2) * (fmaf((float)(-1), a[0]{=-4000e-3}, (((float)(2) + ((a[0]{=-4000e-3} + b[0]{=2000e-3}) + (a[0]{=-4000e-3} + b[0]{=2000e-3}))) + (((a[0]{=-4000e-3} + b[0]{=2000e-3}) + (a[0]{=-4000e-3} + b[0]{=2000e-3})) + (float)(1)))) - (fmaf((float)(3), (fmaf(fmaf(a[0]{=-4000e-3}, b[0]{=2000e-3}, (b[0]{=2000e-3} * (b[0]{=2000e-3} * b[0]{=2000e-3}))), (float)(2), fmaf(a[0]{=-4000e-3}, b[0]{=2000e-3}, (b[0]{=2000e-3} * (b[0]{=2000e-3} * b[0]{=2000e-3})))) + fmaxf(0.0, (b[0]{=2000e-3} + a[0]{=-4000e-3}))), (fmaf(fmaf(a[0]{=-4000e-3}, b[0]{=2000e-3}, (b[0]{=2000e-3} * (b[0]{=2000e-3} * b[0]{=2000e-3}))), (float)(2), fmaf(a[0]{=-4000e-3}, b[0]{=2000e-3}, (b[0]{=2000e-3} * (b[0]{=2000e-3} * b[0]{=2000e-3})))) + fmaxf(0.0, (b[0]{=2000e-3} + a[0]{=-4000e-3})))) + fmaxf(0.0, (b[0]{=2000e-3} - a[0]{=-4000e-3}))))) * v54_f_grad{=495e-3})) : 0.0)) +# a.grad[0] := (a.grad[0] - relu_gate((b[0] - a[0]), (-1 * ((2 * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * v54_f.grad {$ v54_f.grad := 0;$ v54_f.grad := fma(1, (-10 / (((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * ((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))))), v54_f.grad);$ v54_f.grad := (v54_f.grad + 0.5);$})))); +a_grad[0]{=MAYBE UNINITIALIZED} = 159658e-3 = (a_grad[0]{=166600e-3} - ((b[0]{=2000e-3} - a[0]{=-4000e-3}) > 0.0 ? ((float)(-1) * (((float)(2) * (fmaf((float)(-1), a[0]{=-4000e-3}, (((float)(2) + ((a[0]{=-4000e-3} + b[0]{=2000e-3}) + (a[0]{=-4000e-3} + b[0]{=2000e-3}))) + (((a[0]{=-4000e-3} + b[0]{=2000e-3}) + (a[0]{=-4000e-3} + b[0]{=2000e-3})) + (float)(1)))) - (fmaf((float)(3), (fmaf(fmaf(a[0]{=-4000e-3}, b[0]{=2000e-3}, (b[0]{=2000e-3} * (b[0]{=2000e-3} * b[0]{=2000e-3}))), (float)(2), fmaf(a[0]{=-4000e-3}, b[0]{=2000e-3}, (b[0]{=2000e-3} * (b[0]{=2000e-3} * b[0]{=2000e-3})))) + fmaxf(0.0, (b[0]{=2000e-3} + a[0]{=-4000e-3}))), (fmaf(fmaf(a[0]{=-4000e-3}, b[0]{=2000e-3}, (b[0]{=2000e-3} * (b[0]{=2000e-3} * b[0]{=2000e-3}))), (float)(2), fmaf(a[0]{=-4000e-3}, b[0]{=2000e-3}, (b[0]{=2000e-3} * (b[0]{=2000e-3} * b[0]{=2000e-3})))) + fmaxf(0.0, (b[0]{=2000e-3} + a[0]{=-4000e-3})))) + fmaxf(0.0, (b[0]{=2000e-3} - a[0]{=-4000e-3}))))) * v54_f_grad{=495e-3})) : 0.0)) +# a.grad[0] := (a.grad[0] + v95_n4_c.grad {$ v95_n4_c.grad := 0;$ v95_n4_c.grad := (v95_n4_c.grad + v92_n19_c.grad {$ v92_n19_c.grad := 0;$ v92_n19_c.grad := fma((2 * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))), v54_f.grad {$ v54_f.grad := 0;$ v54_f.grad := fma(1, (-10 / (((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * ((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))))), v54_f.grad);$ v54_f.grad := (v54_f.grad + 0.5);$ }, v92_n19_c.grad);$ v92_n19_c.grad := fma((2 * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))), v54_f.grad {$ v54_f.grad := 0;$ v54_f.grad := fma(1, (-10 / (((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * ((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))))), v54_f.grad);$ v54_f.grad := (v54_f.grad + 0.5);$ }, v92_n19_c.grad);$ });$ v95_n4_c.grad := (v95_n4_c.grad + v92_n19_c.grad {$ v92_n19_c.grad := 0;$ v92_n19_c.grad := fma((2 * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))), v54_f.grad {$ v54_f.grad := 0;$ v54_f.grad := fma(1, (-10 / (((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * ((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))))), v54_f.grad);$ v54_f.grad := (v54_f.grad + 0.5);$ }, v92_n19_c.grad);$ v92_n19_c.grad := fma((2 * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))), v54_f.grad {$ v54_f.grad := 0;$ v54_f.grad := fma(1, (-10 / (((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * ((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))))), v54_f.grad);$ v54_f.grad := (v54_f.grad + 0.5);$ }, v92_n19_c.grad);$ });$}); +a_grad[0]{=MAYBE UNINITIALIZED} = 131892e-3 = (a_grad[0]{=159658e-3} + v95_n4_c_grad{=-27766e-3}) +# b.grad[0] := (b.grad[0] + v96_n4_c.grad {$ v96_n4_c.grad := 0;$ v96_n4_c.grad := (v96_n4_c.grad + v92_n19_c.grad {$ v92_n19_c.grad := 0;$ v92_n19_c.grad := fma((2 * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))), v54_f.grad {$ v54_f.grad := 0;$ v54_f.grad := fma(1, (-10 / (((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * ((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))))), v54_f.grad);$ v54_f.grad := (v54_f.grad + 0.5);$ }, v92_n19_c.grad);$ v92_n19_c.grad := fma((2 * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))), v54_f.grad {$ v54_f.grad := 0;$ v54_f.grad := fma(1, (-10 / (((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * ((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))))), v54_f.grad);$ v54_f.grad := (v54_f.grad + 0.5);$ }, v92_n19_c.grad);$ });$ v96_n4_c.grad := (v96_n4_c.grad + v92_n19_c.grad {$ v92_n19_c.grad := 0;$ v92_n19_c.grad := fma((2 * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))), v54_f.grad {$ v54_f.grad := 0;$ v54_f.grad := fma(1, (-10 / (((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * ((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))))), v54_f.grad);$ v54_f.grad := (v54_f.grad + 0.5);$ }, v92_n19_c.grad);$ v92_n19_c.grad := fma((2 * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))), v54_f.grad {$ v54_f.grad := 0;$ v54_f.grad := fma(1, (-10 / (((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * ((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))))), v54_f.grad);$ v54_f.grad := (v54_f.grad + 0.5);$ }, v92_n19_c.grad);$ });$}); +b_grad[0]{=MAYBE UNINITIALIZED} = 645577e-3 = (b_grad[0]{=673344e-3} + v96_n4_c_grad{=-27766e-3}) +# a.grad[0] := fma(-1, ((2 * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * v54_f.grad {$ v54_f.grad := 0;$ v54_f.grad := fma(1, (-10 / (((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))) * ((fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0])))) * (fma(-1, a[0], ((2 + ((a[0] + b[0]) + (a[0] + b[0]))) + (((a[0] + b[0]) + (a[0] + b[0])) + 1))) - (fma(3, (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0]))), (fma(fma(a[0], b[0], (b[0] * (b[0] * b[0]))), 2, fma(a[0], b[0], (b[0] * (b[0] * b[0])))) + relu((b[0] + a[0])))) + relu((b[0] - a[0]))))))), v54_f.grad);$ v54_f.grad := (v54_f.grad + 0.5);$}), a.grad[0]); +a_grad[0]{=MAYBE UNINITIALIZED} = 138833e-3 = fmaf((float)(-1), (((float)(2) * (fmaf((float)(-1), a[0]{=-4000e-3}, (((float)(2) + ((a[0]{=-4000e-3} + b[0]{=2000e-3}) + (a[0]{=-4000e-3} + b[0]{=2000e-3}))) + (((a[0]{=-4000e-3} + b[0]{=2000e-3}) + (a[0]{=-4000e-3} + b[0]{=2000e-3})) + (float)(1)))) - (fmaf((float)(3), (fmaf(fmaf(a[0]{=-4000e-3}, b[0]{=2000e-3}, (b[0]{=2000e-3} * (b[0]{=2000e-3} * b[0]{=2000e-3}))), (float)(2), fmaf(a[0]{=-4000e-3}, b[0]{=2000e-3}, (b[0]{=2000e-3} * (b[0]{=2000e-3} * b[0]{=2000e-3})))) + fmaxf(0.0, (b[0]{=2000e-3} + a[0]{=-4000e-3}))), (fmaf(fmaf(a[0]{=-4000e-3}, b[0]{=2000e-3}, (b[0]{=2000e-3} * (b[0]{=2000e-3} * b[0]{=2000e-3}))), (float)(2), fmaf(a[0]{=-4000e-3}, b[0]{=2000e-3}, (b[0]{=2000e-3} * (b[0]{=2000e-3} * b[0]{=2000e-3})))) + fmaxf(0.0, (b[0]{=2000e-3} + a[0]{=-4000e-3})))) + fmaxf(0.0, (b[0]{=2000e-3} - a[0]{=-4000e-3}))))) * v54_f_grad{=495e-3}), a_grad[0]{=131892e-3}) COMMENT: end COMMENT: end \ No newline at end of file File "test/training/moons_demo_parallel.expected", line 1, characters 0-0: /usr/bin/git --no-pager diff --no-index --color=always -u _build/default/test/training/moons_demo_parallel.expected _build/default/test/training/moons_demo_parallel.exe.output diff --git a/_build/default/test/training/moons_demo_parallel.expected b/_build/default/test/training/moons_demo_parallel.exe.output index 0422aa9..d89ff9b 100644 --- a/_build/default/test/training/moons_demo_parallel.expected +++ b/_build/default/test/training/moons_demo_parallel.exe.output @@ -1,139 +1,139 @@ Retrieving commandline, environment, or config file variable ocannl_log_level Found 0, in the config file -Epoch loss: 0.182869 +Epoch loss: 11.390883 Half-moons scatterplot and decision boundary: ┌────────────────────────────────────────────────────────────────────────────────────────────────────┐ -│****************************************#***************************************....................│ -│********************************##*#*******#************************************....................│ -│*******************#******#*#**#**##**##*#**#***#*******************************....................│ -│***************#********#***#**#**#**#*#*##**##**##****************************.....................│ -│*************#****#*###**#*##*#*##***##*#######******#*************************.....................│ -│*****************#*#****#***#***#*#*#*********#*##*##**************************.....................│ -│************#***##*###***#*#********#**#***##*#***##***#***********************.....................│ -│**********#***#****#####*#***###******#*#*#***#***#***#*##**#*****************......................│ 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+│**********#***#****#####*#***###******#*#*#***#***#***#*##**#***************************************│ +│***********####*#***#****#*#*****##****#**********##************************************************│ +│*********#****#***#**##*#*#*#*******#**##*#*##*##*#*#**#**##*************************************...│ +│**********#**#*###**#**********************#***#***#**#*##***#******************************........│ +│***#**#****###*##*#*##************%************##*##**#*#*#****************************.............│ +│***#**#**#*#***###**#*#**********%******%********#***#****#****#******************..................│ +│********#**###***#******************************#***#*#**#***###*************...........%.%....%....│ +│**#********####*#**#**********%******%*%************#**##***##***#*******.........................%.│ +│****##*****##****#************%******%****************#**#*#*#*##*#*............................%...│ +│***#*#**#***#*#****************%*%*****%*************#*##*#*#**..#...........................%.%.%..│ +│*#*#**#**#*#***#***************%*%*%%*%*****************###.....#.###...................%.%..%...%.%│ +│****##**##******************************%*************...###.##..#.#.....................%%%..%.%%..│ +│***#***##*##*****************%*%%*%%%*%**********........#.#.####.#.#...................%%%%.%..%...│ +│#*#*#*#**#*#*****************%****%*%*%%%***..............#.............................%....%.%.%..│ +│##*##***#**#*****************%***%%*%%*.%..%..................#...#.#............................%%.│ +│*#**#******#*********************%..%...%%..................##...#.###...............%.%%.%..%......│ +│#***#*##**#*******************...%...%...%.......................#..#.................%.%%.%%%..%%%.│ +│*#*##***##***************........%.%%%.%....................###..#.##..................%.%%.........│ +│******#*#***********..............%%.%.%%%%.........................#............%.%..%%..%..%......│ +│*****#****#****.......................%.%.%...................#....#..............%.%..%..%.%..%%%..│ +│*****##****.....................%...%...%%.%%..%...................#............%....%%%.%%..%......│ +│******............................%..%.%%.%%.%..%%.%%...........#.##..............%%%%.........%....│ +│*..................................%%..%...%..%%%%..........................%%%.....%.%..%.%........│ +│......................................%..%.%..%..%....................%..%..%%%%.%.%%%%%...%%.......│ +│....................................%%...%%%.%%%%.%.%.%%.....%...........%.%%%%%.%....%.%...........│ +│........................................%..%.......%.%%%....%%.%..%%%.%%..%.%.%.%..%................│ +│........................................%...%%..%....%..%%.%%.%.%....%....%%%..%.%%..%.%............│ +│...........................................%%....%..%.%%%..%%%....%%.%...%%...%%...%%...%%..........│ +│.............................................%.%..%..%%%%%.%....%%...%%.%..%..%....%................│ +│...........................................%............%..%%.....%%..%.%.%....%....................│ │...................................................%...%.%..%.%.......%%...%........................│ │........................................................%%%.....%.%..%..%.....%..%..................│ │......................................................%....%%%%.%.%.%....%..........................│ └────────────────────────────────────────────────────────────────────────────────────────────────────┘ Batch Log-loss: ┌─────────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐ -│ 3.78 │- │ -│ │ │ +│ 3.75 │- │ │ │ │ │ │- │ │ │ │ │ │ │ -│ │ -- ---- -- -- - │ -│ │ --- -- ---- ---- - - - -- │ -│ │ -- - - -- - -- -- - │ -│ │--------- ---- ---- ---- ---- ---- -- --- - - - │ -│ │- ---- --- - -- - ---- ---- -- - --- - - - │ -│ │-- - - - --- --- -- - -- - - │ -│ │ - ----- - - - - - - - - │ -│b │- -- - - - - - --- - - - │ -│a │ - --- - - - - -- - -- - - │ -│t │ - - - -------- - - - - - - - - -- - - │ -│c │ - -- - - - - - - - ---- ---- - - - - -- -- --- │ -│h │ - - -- - ---- ---- - -- --- - --- - - - - - -- - - - - │ -│ │ - - --------- -- - -- - - - - - - -- - - - - │ -│l │ - - - -- - -- ----- --- -- - --- - - - - - --- - -- - │ -│o │ -- -- -- -- -- ------- - ---- - - --- -- -- --- -- ---│ -│g │ - - - -- -- - -- ---- -- - - - - -- - - - - ---- ---- ------ - │ -│ │ - - - - - -- --- -- -- - - - - - -- - - - - -- - -- -- │ -│l │ --- - - - - - - -- -- - - - - - -- - - - │ -│o │ - - - - --- - - ---- - - - - -│ -│s │ - - - - - - - -- - │ -│s │ - - - -- - - -- - - │ -│ │ - - - ---- - - - -│ -│ │ - - - - - - - - - │ -│ │ -- - │ -│ │ - - - │ -│ │ - - - │ -│ │ - │ │ │ │ -│ │ - - - │ +│ │ --- -- - ---- ---- ---- ---- ---- ---- ---- - - │ +│ │ --- -- - -- --- -- - ---- ---- ---- ---- ---- ---- ---- │ +│ │ --- - - - - -- - - - - ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- │ +│ │----------------------------- ------------------- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- │ +│ │-- - - --- - - - - - - - - - --- ---- --- -- - -- - -- ---- ---- ---- - │ +│ │ - --- - - -- - - - - - ---- ---- -- --- ---- │ +│ │ - - - - - - -- - - - - - - -- ---- - -- -- │ +│b │ - - - - - - - - - - ---------│ +│a │ - - -- - - - -- - -- - -- ---- ---- - -│ +│t │ -- - - - -- --- --------- -------- -- - -- --- - -- │ +│c │ - - -- - --- - ---- --- - - - - -- - - --- ------ - - -- -- │ +│h │ - - - -- -- -- - --- - - - - -- -- ---- -│ +│ │ -- --- --- -- - - - - - - - -- --- │ +│l │ -- - -- -- - - - - - - │ +│o │ - - - - - - │ +│g │ -- -- - -- - - │ +│ │ - - - - - - - - - │ +│l │ - - - - - - │ +│o │ - - │ +│s │ - -- - - - │ +│s │ - - - - -- │ +│ │ - - - - │ +│ │ - - - │ +│ │ - - - │ +│ │ - │ +│ │ - - │ +│ │ - │ +│ │ │ +│ │ │ +│ │ │ │ │ │ │ │ │ │ │ │ -│ │ - │ -│ -1.04e+1│----------------------------------------------------------------------------------------------------│ +│ -1.04e+1│ -- ----------------------------------------------------------------------------------------------│ ├─────────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤ │ │0.00 1.59e+3│ │ │ step │ └─────────┴────────────────────────────────────────────────────────────────────────────────────────────────────┘ Epoch Log-loss: -┌──────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐ -│ 4.39 │- │ -│ │ │ -│ │ │ -│ │ │ -│ │ │ -│ │ │ -│ │ │ -│ │ │ -│ │ │ -│ │ - │ -│ │ - - - │ -│ │ │ -│ │ --- --- -- - - │ -│e │ - - ---- ---- - │ -│p │ -- │ -│o │ │ -│c │ - │ -│h │ - │ -│ │ - │ -│l │ - │ -│o │ -- │ -│g │ -- - │ -│ │ --- │ -│l │ - - │ -│o │ - - -- │ -│s │ - │ -│s │ - - │ -│ │ -- - - - │ -│ │ │ -│ │ │ -│ │ - │ -│ │ - │ -│ │ - - - - │ -│ │ - │ -│ │ -- - - - │ -│ │ - - │ -│ │ - - - -- │ -│ │ -- │ -│ │ - - │ -│ -1.69│ - -- │ -├──────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤ -│ │0.00 7.90e+1│ -│ │ step │ -└──────┴────────────────────────────────────────────────────────────────────────────────────────────────────┘ \ No newline at end of file +┌─────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐ +│ 4.61│- │ +│ │ │ +│ │ │ +│ │ │ +│ │ │ +│ │ │ +│ │ │ +│ │ │ +│ │ │ +│ │ │ +│ │ │ +│ │ │ +│ │ │ +│e │ │ +│p │ │ +│o │ │ +│c │ │ +│h │ │ +│ │ │ +│l │ │ +│o │ │ +│g │ - │ +│ │ │ +│l │ │ +│o │ - │ +│s │ │ +│s │ │ +│ │ │ +│ │ - │ +│ │ │ +│ │ - │ +│ │ │ +│ │ │ +│ │ │ +│ │ - - │ +│ │ - - --- - - - - -- -- │ +│ │ - - - - -- -- ---- ---- ---- - │ +│ │ - -- ---- - - │ +│ │ - - ---- ---- --- │ +│ 2.43│ - ---- ---- ---- ---- │ +├─────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤ +│ │0.00 7.90e+1│ +│ │ step │ +└─────┴────────────────────────────────────────────────────────────────────────────────────────────────────┘ \ No newline at end of file File "test/training/moons_demo.expected", line 1, characters 0-0: /usr/bin/git --no-pager diff --no-index --color=always -u _build/default/test/training/moons_demo.expected _build/default/test/training/moons_demo.exe.output diff --git a/_build/default/test/training/moons_demo.expected b/_build/default/test/training/moons_demo.exe.output index 738bc6b..c356a3f 100644 --- a/_build/default/test/training/moons_demo.expected +++ b/_build/default/test/training/moons_demo.exe.output @@ -4,47 +4,47 @@ Half-moons scatterplot and decision boundary: ┌────────────────────────────────────────────────────────────────────────────────────────────────────┐ │****************************************#***********************************************************│ │********************************##*#*******#********************************************************│ -│*******************#******#*#**#**##**##*#**#***#**************************************************.│ -│***************#********#***#**#**#**#*#*##**##**##**********************************************...│ -│*************#****#*###**#*##*#*##***##*#######******#******************************************....│ -│*****************#*#****#***#***#*#*#*********#*##*##*****************************************......│ -│************#***##*###***#*#********#**#***##*#***##***#************************************........│ -│**********#***#****#####*#***###******#*#*#***#***#***#*##**#******************************.........│ -│***********####*#***#****#*#*****##****#**********##**************************************..........│ 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+│***#*#**#***#*#**************..%.%.....%.............#.##.#.#....#...........................%.%.%..│ +│*#*#**#**#*#***#***********....%.%.%%.%.................###.....#.###...................%.%..%...%.%│ +│****##**##***************...............%................###.##..#.#.....................%%%..%.%%..│ +│***#***##*##***********......%.%%.%%%.%..................#.#.####.#.#...................%%%%.%..%...│ +│#*#*#*#**#*#**********.......%....%.%.%%%.................#.............................%....%.%.%..│ +│##*##***#**#********.........%...%%.%%..%..%..................#...#.#............................%%.│ +│*#**#******#*******..............%..%...%%..................##...#.###...............%.%%.%..%......│ +│#***#*##**#******................%...%...%.......................#..#.................%.%%.%%%..%%%.│ +│*#*##***##******.................%.%%%.%....................###..#.##..................%.%%.........│ +│******#*#******...................%%.%.%%%%.........................#............%.%..%%..%..%......│ +│*****#****#**.........................%.%.%...................#....#..............%.%..%..%.%..%%%..│ +│*****##*****....................%...%...%%.%%..%...................#............%....%%%.%%..%......│ +│***********.......................%..%.%%.%%.%..%%.%%...........#.##..............%%%%.........%....│ +│**********.........................%%..%...%..%%%%..........................%%%.....%.%..%.%........│ +│********..............................%..%.%..%..%....................%..%..%%%%.%.%%%%%...%%.......│ +│*******.............................%%...%%%.%%%%.%.%.%%.....%...........%.%%%%%.%....%.%...........│ +│******..................................%..%.......%.%%%....%%.%..%%%.%%..%.%.%.%..%................│ +│****....................................%...%%..%....%..%%.%%.%.%....%....%%%..%.%%..%.%............│ +│***........................................%%....%..%.%%%..%%%....%%.%...%%...%%...%%...%%..........│ +│**...........................................%.%..%..%%%%%.%....%%...%%.%..%..%....%................│ +│*..........................................%............%..%%.....%%..%.%.%....%....................│ +│...................................................%...%.%..%.%.......%%...%........................│ +│........................................................%%%.....%.%..%..%.....%..%..................│ +│......................................................%....%%%%.%.%.%....%..........................│ └────────────────────────────────────────────────────────────────────────────────────────────────────┘Loss: ┌────────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐ -│ 2.38e+1│- │ +│ 2.35e+1│- │ │ │ │ │ │ │ │ │ │ @@ -70,64 +70,64 @@ Half-moons scatterplot and decision boundary: │ │ │ │ │ │ │ │ │ -│ │ │ -│ │ │ +│ │- │ │ │ │ │ │ │ │ │ │ │ │ │ │ │- │ │ │ │ -│ │ - - - - │ -│ │- - --- │ -│ │ - --- - -- --- --- - - │ -│ │---- - - -- -- ---- ---- ---- --- -- - - │ -│ │--------- ---- ---- ---- ---- ---- ---- ---- ---- --- ---- --- -- - - - - │ +│ │ - │ +│ │ - -- - │ +│ │ -- - - - - │ +│ │ --- ---- --- ---- --- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- │ +│ │---- --- -- ---- ---- ---- ---- ---- ---- ---- ---- --- -- - -- ---- - -- ---- ---- ---- ---- │ +│ │--------- ---- ---- ---- ---- ---- ---- --------- --------- --------- --------- ---- --------- ---- │ │ 0.00 │----------------------------------------------------------------------------------------------------│ ├────────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤ │ │0.00 6.39e+3│ │ │ step │ └────────┴────────────────────────────────────────────────────────────────────────────────────────────────────┘Log-loss, for better visibility: ┌─────────┬────────────────────────────────────────────────────────────────────────────────────────────────────┐ -│ 3.17 │- │ -│ │ │ +│ 3.16 │- │ │ │ │ │ │ │ │ │ │ │ │- │ -│ │ - - - - │ -│ │- - ---- │ -│ │ - --- - -- ---- ---- --- - │ -│ │---- - --- ---- ---- ---- ---- ---- ---- -- - -- │ -│ │---- ---- ---- ---- ---- ---- ---- ---- -- - - - - - -- - - │ -│ │------ - -- ----- --- --- -- - - - - -- - - -- -- --- - - │ -│ │- - ---- - - - - - -- - --- - - - - - │ -│ │ - --- - --- - -- -- - - -- - - -- ---- - - │ -│ │--- - - -- ----- -- - - -- - - -- - - -- - -- - - │ -│ │- - - --- - -- - - ----- ---- - - - -- - - -- - - -- - - - │ -│l │--- --- ---- - -- ---- - -- - - - - --- -- --- - - - - - - -- - │ -│o │- - - - - - --- - - -- -- - -- ---- -- - ----- -------- - ---- --- ---- │ -│g │- ---- -- -- - - ---- - -- ---- - ------ - - -- - -- ------ -- - -- -- --- --- -----│ -│ │--- - -- - --- --- --- - - -- -- --------- -- -- --- - - - - -- --- - ---- - │ -│l │- ------- --- - - - --- --- -- ---- -- -- - -- - - - -- -- --│ -│o │--- - -- -- - - -- -- --- - --- ---- - - - -- - - - - - - - - │ -│s │- - ----- - - - - ---- - ---- - - -- --- - - - -- - - │ -│s │- - -- - - - ------ - - - - - - - - -- - - - - - │ -│ │- - - -- - - - --- -- -- - - - - -- -- - - │ -│ │ - - - - - ------ - - - - - - - - │ -│ │ - -- - - - - - - - - - - - │ -│ │ - -- - - - - - - - - - - - - │ -│ │ - - - - -- - - - - - - -│ -│ │ - - - - - │ -│ │- - - - - - - - │ -│ │ - - - - -- │ -│ │ - - │ -│ │ - - │ -│ │ - - - │ -│ │ - - │ -│ │ - │ -│ │ - │ -│ │ - │ +│ │- │ +│ │ - --- - │ +│ │ -- - - --- ---- - -- - │ +│ │ - -- --- -- --- --- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- │ +│ │---- ---- - -- ---- - ---- ---- ---- ---- ---- --- -- - - ---- ---- ---- ---- ---- │ +│ │ -------- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- ---- │ +│ │- ---- -- - ---- -- - ---- ---- --- ------ - --------- ------- - -------------- -------------- │ +│ │- - ---- - ---- -- - - - --- - - --- -- - - - -- - - --- - - - -│ +│ │- - -- - - - - - -- - -- - - - - --- -- - - --- -│ +│ │-- -- --- - -- - - - - - - - - -- - - - ---- - - │ +│ │--- ----- -- --- --- ---- - - -- -- - -- - -- -- -- - - -- -│ +│l │- --- -- -- --- -- - - - -- - - -------- ----- - -- - ---- - - - -- │ +│o │---- --- - ----- -- -- - -- - -- - - -- - -- - - -│ +│g │- - - -- --- - - ------ -- -- -- - - - - - - - │ +│ │- - -- - -- -- - - - - - - - - -- - -- -- - - -- -- - -│ +│l │- --- -- - ---- - - - ------ -- - - ----- ---- - -- - - - - - -- ---│ +│o │ ---- -- -------- -- --- -- - - --- ---- -- - --- - - - -- - ---- ------- -- │ +│s │ -- ----- -- - -- - -- --- ---- - -- ---- -- - --- -- -- - ------ -│ +│s │-- - ---- -- - - - -- - -- -- - - ---- -- - -- - - - -- -- - -- - - - - -- │ +│ │ - --- --- - - - - -- - ---- - - --- -- - -- --- - - - - --- - - --│ +│ │- ------ ---- - -- - - -- -- - -- - - - - - - --- -- - - ---- -- -- - │ +│ │ - - -- - - - - - -- - --- -- - --- - --- -- - - --- - - -- -- ---│ +│ │ -- - - -- -- -- -- - - - - ------- -- - - -- ----│ +│ │- - - - - - - ---- --- - --- - - --- - - --- - │ +│ │- - - - - - - - - - - -- - -│ +│ │ -- - -- - - - - - -- - - - -- - │ +│ │ - - - - - - - -- - - - │ +│ │ - -- -- - -- -- - - - │ +│ │ - - - -- - - - - - - - │ +│ │ - -- - -│ +│ │ - - - - - │ +│ │ - - - - │ +│ │ - - │ +│ │ │ │ -1.00e+1│----------------------------------------------------------------------------------------------------│ ├─────────┼────────────────────────────────────────────────────────────────────────────────────────────────────┤ │ │0.00 6.39e+3│ "/usr/bin/env" "bash" "-c" "opam exec -- dune build @install @check @runtest && rm -rf _build" failed with exit status 1 2025-08-13 15:24.33: Job failed: Failed: Build failed