From 3666fb75008a37bdf69aef3c540e0ed93418b55b Mon Sep 17 00:00:00 2001
From: Maximilian Schall <Maximilian.Schall@mail.de>
Date: Thu, 2 Nov 2023 16:56:30 +0100
Subject: [PATCH 01/15] Adds docker-action to build up-to-date docker images

---
 .github/workflows/docker.yml | 51 ++++++++++++++++++++++++++++++++++++
 README.md                    | 28 ++++++++++++++++++++
 2 files changed, 79 insertions(+)
 create mode 100644 .github/workflows/docker.yml

diff --git a/.github/workflows/docker.yml b/.github/workflows/docker.yml
new file mode 100644
index 0000000..7cab495
--- /dev/null
+++ b/.github/workflows/docker.yml
@@ -0,0 +1,51 @@
+---
+name: Build and push Docker image
+on:
+  push:
+    branches:
+      - main
+      - add/docker_ci
+    paths:
+      - Dockerfile
+      - conda-lock.yml
+jobs:
+  docker:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Maximize build space
+        uses: easimon/maximize-build-space@master
+        with:
+          remove-dotnet: "true"
+          remove-codeql: "true"
+          remove-haskell: "true"
+          remove-android: "true"
+          overprovision-lvm: "true"
+          remove-docker-images: "true"
+      - name: Checkout
+        uses: actions/checkout@v3
+      - name: Set up QEMU
+        uses: docker/setup-qemu-action@v2
+        with:
+          platforms: amd64
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@v2
+      - name: Login to Docker Hub
+        uses: docker/login-action@v2
+        with:
+          registry: ${{secrets.DOCKER_REGISTRY}}
+          username: ${{secrets.DOCKER_REGISTRY_USERNAME}}
+          password: ${{secrets.DOCKER_REGISTRY_TOKEN}}
+      - name: Get torch version for amd
+        run: "echo TORCH_VERSION_AMD=$(cat conda-lock.yml | grep -E -A 4 'name: pytorch$' |
+          tail -n1 | grep -Eo [0-9]+.[0-9]+.[0-9]+) >> $GITHUB_ENV"
+      - name: Get cuda version for amd
+        run: "echo CUDA_VERSION_AMD=$(cat conda-lock.yml | grep -E -A 4 'name:
+          pytorch-cuda$' | tail -n1 | grep -Eo [0-9]+.[0-9]+) >> $GITHUB_ENV"
+      - name: Build and push AMD
+        uses: docker/build-push-action@v4
+        with:
+          context: .
+          platforms: linux/amd64
+          push: true
+          tags: ${{secrets.DOCKER_REPOSITORY}}:pytorch-${{env.TORCH_VERSION_AMD}}-cuda-${{env.CUDA_VERSION_AMD}}, ${{secrets.DOCKER_REPOSITORY}}:latest
+          
\ No newline at end of file
diff --git a/README.md b/README.md
index 4f4048c..ad43268 100644
--- a/README.md
+++ b/README.md
@@ -232,3 +232,31 @@ Sometimes it's just quicker or unavoidable to create an environment via `conda-l
 ### Code style
 
 We use the `ruff` linter and `black` formatter. You should install their VS Code extensions and enable "Format on Save" inside VS Code.
+
+
+## Continuous Integration and Deployment
+
+Our project uses GitHub Actions for CI/CD to automate the building and pushing of our Docker images to Docker Hub. This ensures that our Docker images are always up-to-date with the latest dependencies specified in `conda-lock.yml`.
+
+### Prerequisites for CI/CD
+
+To work with this CI/CD setup, you need to:
+
+- Set the following secrets in your GitHub repository:
+  - `DOCKER_REGISTRY`: The Docker registry URL (if using Docker Hub, this is not needed).
+  - `DOCKER_REGISTRY_USERNAME`: Your Docker Hub username.
+  - `DOCKER_REGISTRY_TOKEN`: Your Docker Hub access token or password.
+  - `DOCKER_REPOSITORY`: The repository name on Docker Hub where the image will be pushed.
+
+### How to Update Docker Images
+
+To update the Docker image:
+
+1. Make necessary changes to the `Dockerfile` or update dependencies in the `environment.yml`.
+2. Generate a new `conda-lock.yml` by running `conda-lock -f environment.yml`.
+3. Commit and push the changes to the `main` branch.
+4. The GitHub Actions workflow will automatically build and push the new Docker image to Docker Hub.
+
+### Docker Tags
+
+The Docker images are tagged with the PyTorch and CUDA versions extracted from `conda-lock.yml`, as well as a `latest` tag for the most recent build. Use the specific tags if you need a particular version of PyTorch or CUDA, or use the `latest` tag for the most recent build.

From 0a222c6c1f11c176f6e4329ad212206ec835e5a5 Mon Sep 17 00:00:00 2001
From: Maximilian Schall <Maxscha@users.noreply.github.com>
Date: Fri, 3 Nov 2023 15:12:16 +0100
Subject: [PATCH 02/15] Update README.md

---
 README.md | 1 -
 1 file changed, 1 deletion(-)

diff --git a/README.md b/README.md
index ad43268..a00b21d 100644
--- a/README.md
+++ b/README.md
@@ -246,7 +246,6 @@ To work with this CI/CD setup, you need to:
   - `DOCKER_REGISTRY`: The Docker registry URL (if using Docker Hub, this is not needed).
   - `DOCKER_REGISTRY_USERNAME`: Your Docker Hub username.
   - `DOCKER_REGISTRY_TOKEN`: Your Docker Hub access token or password.
-  - `DOCKER_REPOSITORY`: The repository name on Docker Hub where the image will be pushed.
 
 ### How to Update Docker Images
 

From cd70d69e57d66a1589602f70708be1efeaa32308 Mon Sep 17 00:00:00 2001
From: Maximilian Schall <Maxscha@users.noreply.github.com>
Date: Fri, 3 Nov 2023 15:13:04 +0100
Subject: [PATCH 03/15] Update .github/workflows/docker.yml

Co-authored-by: Konstantin Dobler <konstantin.j.dobler@gmail.com>
---
 .github/workflows/docker.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/docker.yml b/.github/workflows/docker.yml
index 7cab495..016e1d1 100644
--- a/.github/workflows/docker.yml
+++ b/.github/workflows/docker.yml
@@ -47,5 +47,5 @@ jobs:
           context: .
           platforms: linux/amd64
           push: true
-          tags: ${{secrets.DOCKER_REPOSITORY}}:pytorch-${{env.TORCH_VERSION_AMD}}-cuda-${{env.CUDA_VERSION_AMD}}, ${{secrets.DOCKER_REPOSITORY}}:latest
+          tags: konstantinjdobler/nlp-research-template:pytorch${{env.TORCH_VERSION_AMD}}-cuda${{env.CUDA_VERSION_AMD}}, konstantinjdobler/nlp-research-template:latest
           
\ No newline at end of file

From b2e070c6dbb5fb065634d0798ac91605bdc836b4 Mon Sep 17 00:00:00 2001
From: Konstantin Dobler <konstantin.j.dobler@gmail.com>
Date: Mon, 6 Nov 2023 18:07:43 +0100
Subject: [PATCH 04/15] Update .github/workflows/docker.yml

---
 .github/workflows/docker.yml | 1 -
 1 file changed, 1 deletion(-)

diff --git a/.github/workflows/docker.yml b/.github/workflows/docker.yml
index 016e1d1..de3048c 100644
--- a/.github/workflows/docker.yml
+++ b/.github/workflows/docker.yml
@@ -1,4 +1,3 @@
----
 name: Build and push Docker image
 on:
   push:

From cf2e673921091f89f136a00c365eb0d8ef314328 Mon Sep 17 00:00:00 2001
From: Konstantin Dobler <konstantin.j.dobler@gmail.com>
Date: Mon, 6 Nov 2023 18:15:22 +0100
Subject: [PATCH 05/15] add latest lock files

---
 conda-lock.yml          | 4340 ++++++++++++++++++++++++++++++++++-----
 environment.yml         |    2 +-
 ppc64le.conda-lock.yml  |  590 +++---
 ppc64le.environment.yml |    1 -
 4 files changed, 4067 insertions(+), 866 deletions(-)

diff --git a/conda-lock.yml b/conda-lock.yml
index a70f2ff..fb0d271 100644
--- a/conda-lock.yml
+++ b/conda-lock.yml
@@ -15,6 +15,7 @@ metadata:
   content_hash:
     linux-64: 502516cb5f4e1d573fde51d7b0285c6d71a6954939a8031833a43e11174d4768
     win-64: 181bd7bdad5d202f2956d443b7bcd73d3eacdf83e99769d3c0db0159bd3ff775
+    osx-arm64: 13284181e452e0398e88d7bc749a93e108c97866348781c60404d81914f443d0
   channels:
   - url: conda-forge
     used_env_vars: []
@@ -22,6 +23,7 @@ metadata:
     used_env_vars: []
   platforms:
   - linux-64
+  - osx-arm64
   - win-64
   sources:
   - environment.yml
@@ -345,23 +347,23 @@ package:
   manager: conda
   platform: linux-64
   dependencies:
-    libgcc-ng: '>=9.3.0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-h7f98852_4.tar.bz2
+    libgcc-ng: '>=12'
+  url: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-hd590300_5.conda
   hash:
-    md5: a1fd65c7ccbf10880423d82bca54eb54
-    sha256: cb521319804640ff2ad6a9f118d972ed76d86bea44e5626c09a13d38f562e1fa
+    md5: 69b8b6202a07720f448be700e300ccf4
+    sha256: 242c0c324507ee172c0e0dd2045814e746bb303d1eb78870d182ceb0abc726a8
   category: main
   optional: false
 - name: c-ares
-  version: 1.20.1
+  version: 1.21.0
   manager: conda
   platform: linux-64
   dependencies:
     libgcc-ng: '>=12'
-  url: https://conda.anaconda.org/conda-forge/linux-64/c-ares-1.20.1-hd590300_1.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/c-ares-1.21.0-hd590300_0.conda
   hash:
-    md5: 2facbaf5ee1a56967aecaee89799160e
-    sha256: 1700d9ebfd3b21c8b50e12a502f26e015719e1f3dbb5d491b5be061cf148ca7a
+    md5: c06fa0440048270817b9e3142cc661bf
+    sha256: dfe0e81d5462fced79fd0f99edeec94c9b27268cb04238638180981af2f889f1
   category: main
   optional: false
 - name: gettext
@@ -604,10 +606,10 @@ package:
   platform: linux-64
   dependencies:
     libgcc-ng: '>=12'
-  url: https://conda.anaconda.org/conda-forge/linux-64/ncurses-6.4-hcb278e6_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/ncurses-6.4-h59595ed_2.conda
   hash:
-    md5: 681105bccc2a3f7f1a837d47d39c9179
-    sha256: ccf61e61d58a8a7b2d66822d5568e2dc9387883dd9b2da61e1d787ece4c4979a
+    md5: 7dbaa197d7ba6032caf7ae7f32c1efa0
+    sha256: 91cc03f14caf96243cead96c76fe91ab5925a695d892e83285461fb927dece5e
   category: main
   optional: false
 - name: openssl
@@ -831,24 +833,24 @@ package:
   category: main
   optional: false
 - name: libnghttp2
-  version: 1.52.0
+  version: 1.55.1
   manager: conda
   platform: linux-64
   dependencies:
-    c-ares: '>=1.18.1,<2.0a0'
+    c-ares: '>=1.20.1,<2.0a0'
     libev: '>=4.33,<4.34.0a0'
     libgcc-ng: '>=12'
     libstdcxx-ng: '>=12'
     libzlib: '>=1.2.13,<1.3.0a0'
-    openssl: '>=3.0.8,<4.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libnghttp2-1.52.0-h61bc06f_0.conda
+    openssl: '>=3.1.4,<4.0a0'
+  url: https://conda.anaconda.org/conda-forge/linux-64/libnghttp2-1.55.1-h47da74e_0.conda
   hash:
-    md5: 613955a50485812985c059e7b269f42e
-    sha256: ecd6b08c2b5abe7d1586428c4dd257dcfa00ee53700d79cdc8bca098fdfbd79a
+    md5: a802251d1eaeeae041c867faf0f94fa8
+    sha256: 5e60b852dbde156ef1fa939af2491fe0e9eb3000de146786dede7cda8991ae4c
   category: main
   optional: false
 - name: libprotobuf
-  version: 4.24.3
+  version: 4.24.4
   manager: conda
   platform: linux-64
   dependencies:
@@ -856,10 +858,10 @@ package:
     libgcc-ng: '>=12'
     libstdcxx-ng: '>=12'
     libzlib: '>=1.2.13,<1.3.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libprotobuf-4.24.3-hf27288f_1.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libprotobuf-4.24.4-hf27288f_0.conda
   hash:
-    md5: 5097789a2bc83e697d7509df57f25bfd
-    sha256: 911ad483f051d96c9f07ecd8177546763c2da601e26941b434c3a09fa9fcd8f8
+    md5: 1a0287ab734591ad63603734f923016b
+    sha256: 3e0f6454190abb27edd2aeb724688ee440de133edb02cbb17d5609ba36aa8be0
   category: main
   optional: false
 - name: libre2-11
@@ -877,16 +879,16 @@ package:
   category: main
   optional: false
 - name: libsqlite
-  version: 3.43.2
+  version: 3.44.0
   manager: conda
   platform: linux-64
   dependencies:
     libgcc-ng: '>=12'
     libzlib: '>=1.2.13,<1.3.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.43.2-h2797004_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.44.0-h2797004_0.conda
   hash:
-    md5: 4b441a1ee22397d5a27dc1126b849edd
-    sha256: b30279b67fce2382a93c638625ff2b284324e2347e30bd0acab813d89289c18a
+    md5: b58e6816d137f3aabf77d341dd5d732b
+    sha256: 74ef5dcb900c38bec53140036e5e2a9cc7ffcd806da479ea2305f962a358a259
   category: main
   optional: false
 - name: libssh2
@@ -991,10 +993,10 @@ package:
   dependencies:
     libgcc-ng: '>=12'
     libzlib: '>=1.2.13,<1.3.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/tk-8.6.13-h2797004_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/tk-8.6.13-noxft_h4845f30_101.conda
   hash:
-    md5: 513336054f884f95d9fd925748f41ef3
-    sha256: 679e944eb93fde45d0963a22598fafacbb429bb9e7ee26009ba81c4e0c435055
+    md5: d453b98d9c83e71da0741bb0ff4d76bc
+    sha256: e0569c9caa68bf476bead1bed3d79650bb080b532c64a4af7d8ca286c08dea4e
   category: main
   optional: false
 - name: ucx
@@ -1058,7 +1060,7 @@ package:
   category: main
   optional: false
 - name: libglib
-  version: 2.78.0
+  version: 2.78.1
   manager: conda
   platform: linux-64
   dependencies:
@@ -1069,10 +1071,10 @@ package:
     libstdcxx-ng: '>=12'
     libzlib: '>=1.2.13,<1.3.0a0'
     pcre2: '>=10.40,<10.41.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libglib-2.78.0-hebfc3b9_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libglib-2.78.1-hebfc3b9_0.conda
   hash:
-    md5: e618003da3547216310088478e475945
-    sha256: 96ec4dc5e38f434aa5862cb46d74923cce1445de3cd0b9d61e3e63102b163af6
+    md5: ddd09e8904fde46b85f41896621803e6
+    sha256: 44c5f58593b074886436db7d13fdfcba2fe3731867ea52237f049b8400341a2b
   category: main
   optional: false
 - name: libhwloc
@@ -1096,12 +1098,12 @@ package:
   dependencies:
     libabseil: '>=20230802.1,<20230803.0a0'
     libgcc-ng: '>=12'
-    libprotobuf: '>=4.24.3,<4.24.4.0a0'
+    libprotobuf: '>=4.24.4,<4.24.5.0a0'
     libstdcxx-ng: '>=12'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libsentencepiece-0.1.99-h1462b79_4.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libsentencepiece-0.1.99-h866249d_5.conda
   hash:
-    md5: 86d4be7aede4655b9750b3c3a840e206
-    sha256: 62ee7930db0fc7e07e552c7a4f31c15c577f7735de8ab3f56c28420206fa5f9f
+    md5: 9085779608d2f81d39ebd26144cd8b6d
+    sha256: 0066690b5670f45abd3a2ec8dd6c4f2629b0a666c3b4293e460d1bb391e325f5
   category: main
   optional: false
 - name: libthrift
@@ -1140,16 +1142,16 @@ package:
   platform: linux-64
   dependencies:
     libgcc-ng: '>=12'
-    libprotobuf: '>=4.24.3,<4.24.4.0a0'
+    libprotobuf: '>=4.24.4,<4.24.5.0a0'
     libstdcxx-ng: '>=12'
     libzlib: '>=1.2.13,<1.3.0a0'
     lz4-c: '>=1.9.3,<1.10.0a0'
     snappy: '>=1.1.10,<2.0a0'
     zstd: '>=1.5.5,<1.6.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/orc-1.9.0-h208142c_3.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/orc-1.9.0-h4b38347_4.conda
   hash:
-    md5: f983ae19192439116ca5b5589560f167
-    sha256: 591fbeb2cf01406f649bbc78c73da682bfb5e34375c63259748aabb6e6a8b38d
+    md5: f348d6a6bb3687dfead7c595f905732b
+    sha256: af3587f3b9a892be828d159b78379bdcd03b933c9fefddfcf105541421b77d48
   category: main
   optional: false
 - name: python
@@ -1310,15 +1312,15 @@ package:
   category: main
   optional: false
 - name: charset-normalizer
-  version: 3.3.1
+  version: 3.3.2
   manager: conda
   platform: linux-64
   dependencies:
     python: '>=3.7'
-  url: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.3.1-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.3.2-pyhd8ed1ab_0.conda
   hash:
-    md5: 985378f74689fccce52f158027bd9acd
-    sha256: a31739c49c4b1c8e0cbdec965ba152683d36ce6e23bdaefcfee99937524dabd1
+    md5: 7f4a9e3fcff3f6356ae99244a014da6a
+    sha256: 20cae47d31fdd58d99c4d2e65fbdcefa0b0de0c84e455ba9d6356a4bdbc4b5b9
   category: main
   optional: false
 - name: click
@@ -1436,15 +1438,15 @@ package:
   category: main
   optional: false
 - name: filelock
-  version: 3.12.4
+  version: 3.13.1
   manager: conda
   platform: linux-64
   dependencies:
     python: '>=3.7'
-  url: https://conda.anaconda.org/conda-forge/noarch/filelock-3.12.4-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/filelock-3.13.1-pyhd8ed1ab_0.conda
   hash:
-    md5: 5173d4b8267a0699a43d73231e0b6596
-    sha256: 7463c64364c14b34a7a69a7550a880ccd1ec6d3014001e55913e6e4e8b0c7395
+    md5: 0c1729b74a8152fde6a38ba0a2ab9f45
+    sha256: 4d742d91412d1f163e5399d2b50c5d479694ebcd309127abb549ca3977f89d2b
   category: main
   optional: false
 - name: frozenlist
@@ -1545,23 +1547,23 @@ package:
   category: main
   optional: false
 - name: libgrpc
-  version: 1.58.1
+  version: 1.59.2
   manager: conda
   platform: linux-64
   dependencies:
     c-ares: '>=1.20.1,<2.0a0'
     libabseil: '>=20230802.1,<20230803.0a0'
     libgcc-ng: '>=12'
-    libprotobuf: '>=4.24.3,<4.24.4.0a0'
+    libprotobuf: '>=4.24.4,<4.24.5.0a0'
     libre2-11: '>=2023.6.2,<2024.0a0'
     libstdcxx-ng: '>=12'
     libzlib: '>=1.2.13,<1.3.0a0'
-    openssl: '>=3.1.3,<4.0a0'
+    openssl: '>=3.1.4,<4.0a0'
     re2: ''
-  url: https://conda.anaconda.org/conda-forge/linux-64/libgrpc-1.58.1-he06187c_2.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libgrpc-1.59.2-hd6c4280_0.conda
   hash:
-    md5: 42f5e2ba0d41ba270afd3eb5c725ccf5
-    sha256: c1b1324525df5376a5af8816a8174d9fcf0f748dd91fee89ecff8013fee5ec1c
+    md5: dd26e7127a7b08068b52181f47849f04
+    sha256: 4ac31c7667fb0940856afc4b8ea58d8f1cb18db3cdf41729aa7d2c7f7a5e6429
   category: main
   optional: false
 - name: markupsafe
@@ -1656,15 +1658,15 @@ package:
   category: main
   optional: false
 - name: networkx
-  version: '3.2'
+  version: 3.2.1
   manager: conda
   platform: linux-64
   dependencies:
     python: '>=3.9'
-  url: https://conda.anaconda.org/conda-forge/noarch/networkx-3.2-pyhd8ed1ab_1.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/networkx-3.2.1-pyhd8ed1ab_0.conda
   hash:
-    md5: 522039fb968d6d0a10e872e6f3856f53
-    sha256: 857dc30c287f90da1dd1c0a781a5305abb92db900fd5675c8bdd16ae339abb45
+    md5: 425fce3b531bed6ec3c74fab3e5f0a1c
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   optional: false
 - name: ordered-set
@@ -1680,17 +1682,17 @@ package:
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   optional: false
 - name: orjson
-  version: 3.9.8
+  version: 3.9.10
   manager: conda
   platform: linux-64
   dependencies:
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     python: '>=3.10,<3.11.0a0'
     python_abi: 3.10.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/orjson-3.9.8-py310h1e2579a_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/orjson-3.9.10-py310h1e2579a_0.conda
   hash:
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-    sha256: 9b3dd6a7958f1601630681bc5f9ecf84c64e818ced8862bb774224ec49485da2
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   category: main
   optional: false
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   category: main
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-  dependencies:
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-  url: https://conda.anaconda.org/conda-forge/noarch/pkgutil-resolve-name-1.3.10-pyhd8ed1ab_1.conda
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+  version: 1.8.1
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   dependencies:
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-  url: https://conda.anaconda.org/conda-forge/noarch/poetry-core-1.7.0-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/poetry-core-1.8.1-pyhd8ed1ab_0.conda
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   category: main
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-- name: pyrsistent
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   category: main
   optional: false
+- name: python-fastjsonschema
+  version: 2.18.1
+  manager: conda
+  platform: linux-64
+  dependencies:
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+  url: https://conda.anaconda.org/conda-forge/noarch/python-fastjsonschema-2.18.1-pyhd8ed1ab_0.conda
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   category: main
   optional: false
 - name: ruff
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+  version: 0.1.4
   manager: conda
   platform: linux-64
   dependencies:
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     python: '>=3.10,<3.11.0a0'
     python_abi: 3.10.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/ruff-0.1.3-py310h3d77a66_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/ruff-0.1.4-py310h3d77a66_0.conda
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 - name: safetensors
@@ -2005,15 +1993,15 @@ package:
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-    libprotobuf: '>=4.24.3,<4.24.4.0a0'
+    libprotobuf: '>=4.24.4,<4.24.5.0a0'
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     python_abi: 3.10.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/sentencepiece-python-0.1.99-py310h1be1404_4.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/sentencepiece-python-0.1.99-py310ha7b5816_5.conda
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 - name: sentencepiece-spm
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     libgcc-ng: '>=12'
-    libprotobuf: '>=4.24.3,<4.24.4.0a0'
+    libprotobuf: '>=4.24.4,<4.24.5.0a0'
     libsentencepiece: 0.1.99
     libstdcxx-ng: '>=12'
-  url: https://conda.anaconda.org/conda-forge/linux-64/sentencepiece-spm-0.1.99-h1462b79_4.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/sentencepiece-spm-0.1.99-h866249d_5.conda
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@@ -2169,27 +2157,27 @@ package:
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 - name: tomlkit
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+  version: 0.12.2
   manager: conda
   platform: linux-64
   dependencies:
     python: '>=3.7'
-  url: https://conda.anaconda.org/conda-forge/noarch/tomlkit-0.12.1-pyha770c72_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/tomlkit-0.12.2-pyha770c72_0.conda
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+  version: 5.13.0
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-  url: https://conda.anaconda.org/conda-forge/noarch/traitlets-5.12.0-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/traitlets-5.13.0-pyhd8ed1ab_0.conda
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 - name: trove-classifiers
@@ -2255,15 +2243,15 @@ package:
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 - name: wheel
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+  version: 0.41.3
   manager: conda
   platform: linux-64
   dependencies:
     python: '>=3.7'
-  url: https://conda.anaconda.org/conda-forge/noarch/wheel-0.41.2-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/wheel-0.41.3-pyhd8ed1ab_0.conda
   hash:
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 - name: zipp
@@ -2308,7 +2296,7 @@ package:
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   optional: false
 - name: aws-c-auth
-  version: 0.7.4
+  version: 0.7.5
   manager: conda
   platform: linux-64
   dependencies:
@@ -2318,10 +2306,10 @@ package:
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     libgcc-ng: '>=12'
-  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-auth-0.7.4-h1a24852_6.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-auth-0.7.5-h1a24852_0.conda
   hash:
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   optional: false
 - name: aws-c-mqtt
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   category: main
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-- name: importlib_resources
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-    zipp: '>=3.1.0'
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     libcrc32c: '>=1.1.2,<1.2.0a0'
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-    libprotobuf: '>=4.24.3,<4.24.4.0a0'
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-    openssl: '>=3.1.3,<4.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libgoogle-cloud-2.12.0-h19a6dae_3.conda
+    openssl: '>=3.1.4,<4.0a0'
+  url: https://conda.anaconda.org/conda-forge/linux-64/libgoogle-cloud-2.12.0-h5206363_4.conda
   hash:
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 - name: lightning-utilities
@@ -2630,34 +2605,34 @@ package:
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   optional: false
 - name: poetry-plugin-export
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+  version: 1.6.0
   manager: conda
   platform: linux-64
   dependencies:
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+    poetry-core: '>=1.7.0,<2.0.0'
     python: '>=3.8,<4.0'
-  url: https://conda.anaconda.org/conda-forge/noarch/poetry-plugin-export-1.5.0-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/poetry-plugin-export-1.6.0-pyhd8ed1ab_0.conda
   hash:
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     libgcc-ng: '>=12'
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     libstdcxx-ng: '>=12'
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     python_abi: 3.10.*
     setuptools: ''
-  url: https://conda.anaconda.org/conda-forge/linux-64/protobuf-4.24.3-py310h620c231_1.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/protobuf-4.24.4-py310h620c231_0.conda
   hash:
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 - name: pyproject_hooks
@@ -2708,10 +2683,10 @@ package:
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     sentencepiece-spm: 0.1.99
-  url: https://conda.anaconda.org/conda-forge/linux-64/sentencepiece-0.1.99-hff52083_4.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/sentencepiece-0.1.99-hff52083_5.conda
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 - name: sympy
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+  version: 0.3.20
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   platform: linux-64
   dependencies:
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-  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-s3-0.3.19-hb128593_1.conda
+    openssl: '>=3.1.4,<4.0a0'
+  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-s3-0.3.20-he249171_1.conda
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-- name: jsonschema
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+  version: 1.0.3
   manager: conda
   platform: linux-64
   dependencies:
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-    importlib-metadata: '>=0.22'
+    importlib-metadata: '>=4.6'
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     tomli: '>=1.1.0'
-  url: https://conda.anaconda.org/conda-forge/noarch/python-build-0.10.0-pyhd8ed1ab_1.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/python-build-1.0.3-pyhd8ed1ab_0.conda
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@@ -3051,17 +3008,17 @@ package:
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+  version: 1.34.0
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     python: '>=3.7'
     urllib3: '>=1.25.7'
-  url: https://conda.anaconda.org/conda-forge/noarch/sentry-sdk-1.32.0-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/sentry-sdk-1.34.0-pyhd8ed1ab_0.conda
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+    md5: 69569ea8a6d1465193345a40421d138b
+    sha256: eed2d2cb8792b3ae6434ce49bf5fe1ae5d885253f6bd2e56da933c427705fcbc
   category: main
   optional: false
 - name: pyarrow
@@ -7726,10 +10930,10 @@ package:
     ucrt: '>=10.0.20348.0'
     vc: '>=14.2,<15'
     vc14_runtime: '>=14.29.30139'
-  url: https://conda.anaconda.org/conda-forge/win-64/pyarrow-13.0.0-py310hd0bb7c2_13_cpu.conda
+  url: https://conda.anaconda.org/conda-forge/win-64/pyarrow-13.0.0-py310hd0bb7c2_14_cpu.conda
   hash:
-    md5: ecfed43d7af893b49d3629882870aacc
-    sha256: c7d4f33f96e91d24208b09bf021edc68f6d4b9e1074505585b5614ed1498cdf8
+    md5: e138efa5af03f8ee9bdcdaa6a7994722
+    sha256: 1521cd7d79fa491c3b7d9c7dc6bec6f02ad34612144cf9b1bd12649c421a30c8
   category: main
   optional: false
 - name: scikit-learn
@@ -7779,39 +10983,39 @@ package:
   category: main
   optional: false
 - name: poetry
-  version: 1.6.1
+  version: 1.7.0
   manager: conda
   platform: win-64
   dependencies:
     __win: ''
     python: '>=3.8,<4.0'
     tomli: '>=2.0.1,<3.0.0'
-    packaging: '>=20.4'
+    packaging: '>=20.5'
     importlib-metadata: '>=4.4'
     crashtest: '>=0.4.1,<0.5.0'
     pexpect: '>=4.7.0,<5.0.0'
-    cleo: '>=2.0.0,<3.0.0'
     trove-classifiers: '>=2022.5.19'
     dulwich: '>=0.21.2,<0.22.0'
     pkginfo: '>=1.9.4,<2.0'
     pyproject_hooks: '>=1.0.0,<2.0.0'
-    python-build: '>=0.10.0,<0.11.0'
     python-installer: '>=0.7.0,<0.8.0'
     platformdirs: '>=3.0.0,<4.0.0'
     requests-toolbelt: '>=0.9.1,<2'
     tomlkit: '>=0.11.4,<1.0.0'
-    virtualenv: '>=20.22.0,<21.0.0'
     shellingham: '>=1.5.0,<2.0.0'
     cachecontrol-with-filecache: '>=0.13.0,<0.14.0'
-    jsonschema: '>=4.10.0,<4.18.0'
     keyring: '>=24.0.0,<25.0.0'
-    poetry-core: 1.7.0
-    poetry-plugin-export: '>=1.5.0,<2.0.0'
     requests: '>=2.26,<3.0'
-  url: https://conda.anaconda.org/conda-forge/noarch/poetry-1.6.1-win_pyh7428d3b_0.conda
+    cleo: '>=2.1.0,<3.0.0'
+    poetry-core: 1.8.1
+    poetry-plugin-export: '>=1.6.0,<2.0.0'
+    python-build: '>=1.0.3,<2.0.0'
+    python-fastjsonschema: '>=2.18.0,<3.0.0'
+    virtualenv: '>=20.23.0,<21.0.0'
+  url: https://conda.anaconda.org/conda-forge/noarch/poetry-1.7.0-win_pyh7428d3b_0.conda
   hash:
-    md5: 44564fece6184bb43d39907de47f1b9a
-    sha256: 67d6adad590df3796261502bceccb6ef99ebc676f1ac00c87cfe8a19492b3cee
+    md5: 415d075755ea5362d80877ef20a1f730
+    sha256: 786559ae179703a0ba644dbed7187a4969602e944144595bb151fcafc758ff0c
   category: main
   optional: false
 - name: pytorch
@@ -7853,7 +11057,7 @@ package:
   category: main
   optional: false
 - name: accelerate
-  version: 0.23.0
+  version: 0.24.1
   manager: conda
   platform: win-64
   dependencies:
@@ -7863,10 +11067,10 @@ package:
     numpy: '>=1.17'
     python: '>=3.8.0'
     pytorch: '>=1.10.0'
-  url: https://conda.anaconda.org/conda-forge/noarch/accelerate-0.23.0-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/accelerate-0.24.1-pyhd8ed1ab_0.conda
   hash:
-    md5: 4fd8636954d48d7ac014a4110c887ab0
-    sha256: 6ae9889df7b885dab3848d399758f5de0d9995b725c29546dde49546d2d4053e
+    md5: f145fda3d83dd29c8cdb5966bea45c56
+    sha256: a897315648a9eeafaff6ca43d928c93801abbee2c3542ec17934a21ff055c1a4
   category: main
   optional: false
 - name: evaluate
@@ -7929,7 +11133,7 @@ package:
   category: main
   optional: false
 - name: transformers
-  version: 4.34.1
+  version: 4.35.0
   manager: conda
   platform: win-64
   dependencies:
@@ -7948,10 +11152,10 @@ package:
     datasets: '!=2.5.0'
     safetensors: '>=0.3.1'
     tokenizers: '>=0.14,<0.15'
-  url: https://conda.anaconda.org/conda-forge/noarch/transformers-4.34.1-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/transformers-4.35.0-pyhd8ed1ab_0.conda
   hash:
-    md5: 56eff02cf489a3324fdfc69b486e8d32
-    sha256: b50103b6d7f216e2558a513c9144195c3d6102efeae6188500b1b796977d31dd
+    md5: d00f8b25d116ff7c5be94e7b3cf5c3d6
+    sha256: 3836d0d338ce6a713b069270deaba44e352f587f09c02015aaa62e3f2ee375b6
   category: main
   optional: false
 - name: pytorch-lightning
diff --git a/environment.yml b/environment.yml
index 2a72986..c1c9d1a 100644
--- a/environment.yml
+++ b/environment.yml
@@ -50,6 +50,6 @@ dependencies:
 # Non-standard section listing target platforms for conda-lock:
 platforms:
   - linux-64
-  # - osx-arm64 # This is for M1/M2 MacBooks # Currently bugged, wait for mamba 1.5.3 release
+  - osx-arm64 # This is for M1/M2 MacBooks # Note: needs mamba 1.5.3 to work properly
   # - linux-aarch64 # This is linux-arm64. We can build Docker images for M1/M2 Macs on top of this - won't support MPS though
   - win-64
diff --git a/ppc64le.conda-lock.yml b/ppc64le.conda-lock.yml
index eddc538..c4acc14 100644
--- a/ppc64le.conda-lock.yml
+++ b/ppc64le.conda-lock.yml
@@ -13,7 +13,7 @@
 version: 1
 metadata:
   content_hash:
-    linux-ppc64le: 3bde79658ef6f9ef80ddbedaf1254d39c0dcbab80734974885b4df4d49a3fbf7
+    linux-ppc64le: 7c55d07494d2bdceb0f646d6780b95cc41a1b2c1169a0894fc55536cbe9a136e
   channels:
   - url: conda-forge
     used_env_vars: []
@@ -114,29 +114,17 @@ package:
     sha256: 0449138224adfa125b220154408419ec37c06b0b49f63c5954724325903ecf55
   category: main
   optional: false
-- name: libgomp
-  version: 13.2.0
-  manager: conda
-  platform: linux-ppc64le
-  dependencies:
-    _libgcc_mutex: '0.1'
-  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/libgomp-13.2.0-h31ea8bd_2.conda
-  hash:
-    md5: 8b04ef254cfdace8155918beb0410ccd
-    sha256: ea6f74a15d769c3a9664e867f33f2238855ba420e0c2f6e66e598afd656d29ab
-  category: main
-  optional: false
 - name: _openmp_mutex
   version: '4.5'
   manager: conda
   platform: linux-ppc64le
   dependencies:
     _libgcc_mutex: '0.1'
-    libgomp: '>=7.5.0'
-  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/_openmp_mutex-4.5-2_gnu.tar.bz2
+    llvm-openmp: '>=9.0.1'
+  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/_openmp_mutex-4.5-2_kmp_llvm.tar.bz2
   hash:
-    md5: 3e41cbaba7e4988d15a24c4e85e6171b
-    sha256: 4c89c2067cf5e7b0fbbdc3200c3f7affa5896e14812acf10f51575be87ae0c05
+    md5: 72a771a227f989b269ebca2d4573c292
+    sha256: 060d7d5fdea2922ea56cbb6d9db2d9a90e64eeb5963b0c8c506f31dbc13bad3f
   category: main
   optional: false
 - name: libgcc-ng
@@ -177,15 +165,15 @@ package:
   category: main
   optional: false
 - name: c-ares
-  version: 1.19.1
+  version: 1.20.1
   manager: conda
   platform: linux-ppc64le
   dependencies:
     libgcc-ng: '>=12'
-  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/c-ares-1.19.1-ha17a0cc_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/c-ares-1.20.1-ha17a0cc_1.conda
   hash:
-    md5: a86a2ab90d9493ac97b7000d84343972
-    sha256: 9435195c7a35593f2576851719c6c43c3393d261a364e1b60376b892e84f8ad2
+    md5: 2c919a13936870dd3f3d6b114aa5b911
+    sha256: e6f3e33294dca8bd27d0b3d5d280e6d53d14ce505f8c88af3092d6ed2e67d0f8
   category: main
   optional: false
 - name: cudatoolkit
@@ -399,15 +387,15 @@ package:
   category: main
   optional: false
 - name: libnsl
-  version: 2.0.0
+  version: 2.0.1
   manager: conda
   platform: linux-ppc64le
   dependencies:
     libgcc-ng: '>=12'
-  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/libnsl-2.0.0-ha17a0cc_1.conda
+  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/libnsl-2.0.1-ha17a0cc_0.conda
   hash:
-    md5: 9c76401c2f6b297c8000ea0e34f591be
-    sha256: c902ea87fccf9ab6b9d2bbc7d9dd18416bf39e9ab51047f27946765ddde7413b
+    md5: fff1c88a9eb0409f33ff9eba62c2d211
+    sha256: 74ac0af4fd8eab7ef703b4d3fff4157e710c1e09b430d8bee010f6dcb0801a86
   category: main
   optional: false
 - name: libnuma
@@ -534,16 +522,16 @@ package:
   category: main
   optional: false
 - name: openssl
-  version: 3.1.3
+  version: 3.1.4
   manager: conda
   platform: linux-ppc64le
   dependencies:
     ca-certificates: ''
     libgcc-ng: '>=12'
-  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/openssl-3.1.3-ha17a0cc_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/openssl-3.1.4-ha17a0cc_0.conda
   hash:
-    md5: dc697363d1fe6b06a5c3a2ff6753b94c
-    sha256: aa50b480801c897caa8e7edfc72c4f19f11b16e43fe5a983f15818f38a82c568
+    md5: 517057f310c4b9a452811fde9d3d58d9
+    sha256: 450950359be06cf2c11b38108567cc883231c06a9cb73f0d40e0e0f85ba0665a
   category: main
   optional: false
 - name: pthread-stubs
@@ -890,16 +878,16 @@ package:
   category: main
   optional: false
 - name: libsqlite
-  version: 3.43.0
+  version: 3.43.2
   manager: conda
   platform: linux-ppc64le
   dependencies:
     libgcc-ng: '>=12'
     libzlib: '>=1.2.13,<1.3.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/libsqlite-3.43.0-hd4bbf49_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/libsqlite-3.43.2-hd4bbf49_0.conda
   hash:
-    md5: 3fff1808596325b5b9bce1e9ef1125b3
-    sha256: 5e9d1803cbb4a49b772cc6d7d131554feb19577501ba3fafed83a721b2ba899f
+    md5: 55cff466d66f7dcbc377c9013cde6862
+    sha256: 1ff16ee2ebb692945b67c52f74fdd6eea29af9fa8f389669d8a8f692f339b7f3
   category: main
   optional: false
 - name: libssh2
@@ -932,16 +920,16 @@ package:
   category: main
   optional: false
 - name: mpfr
-  version: 4.2.0
+  version: 4.2.1
   manager: conda
   platform: linux-ppc64le
   dependencies:
     gmp: '>=6.2.1,<7.0a0'
     libgcc-ng: '>=12'
-  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/mpfr-4.2.0-h0749c68_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/mpfr-4.2.1-haad2271_0.conda
   hash:
-    md5: 304f2270d90093b78186da402bc2cac3
-    sha256: 267255c1bc56929ff7b71ab89f125f616f751ce220fb3731787751c79ee4f1d7
+    md5: 070628be1007ba8486471e67a51d834d
+    sha256: 3d2f2bd2ca3f7ec65ce5e72b54e0362b02f9c6d2b2bed78c76bb41156eec3d7f
   category: main
   optional: false
 - name: numactl
@@ -1199,6 +1187,19 @@ package:
     sha256: 8d935040dcb5a3ecad23140947dd194069cb0cc5178b8104584e05c4155668fe
   category: main
   optional: false
+- name: llvm-openmp
+  version: 17.0.3
+  manager: conda
+  platform: linux-ppc64le
+  dependencies:
+    libzlib: '>=1.2.13,<1.3.0a0'
+    zstd: '>=1.5.5,<1.6.0a0'
+  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/llvm-openmp-17.0.3-h8759ddb_0.conda
+  hash:
+    md5: 11c3b3cad4fb548598a379edf619cba7
+    sha256: c2e975607df8694e7f7b6736a5b4680bfcf98ba090e1c63ab8453b4416beece8
+  category: main
+  optional: false
 - name: mpc
   version: 1.3.1
   manager: conda
@@ -1246,7 +1247,7 @@ package:
   category: main
   optional: false
 - name: python
-  version: 3.10.12
+  version: 3.10.13
   manager: conda
   platform: linux-ppc64le
   dependencies:
@@ -1254,20 +1255,20 @@ package:
     ld_impl_linux-ppc64le: '>=2.36.1'
     libffi: '>=3.4,<4.0a0'
     libgcc-ng: '>=12'
-    libnsl: '>=2.0.0,<2.1.0a0'
-    libsqlite: '>=3.42.0,<4.0a0'
+    libnsl: '>=2.0.1,<2.1.0a0'
+    libsqlite: '>=3.43.2,<4.0a0'
     libuuid: '>=2.38.1,<3.0a0'
     libzlib: '>=1.2.13,<1.3.0a0'
     ncurses: '>=6.4,<7.0a0'
-    openssl: '>=3.1.1,<4.0a0'
+    openssl: '>=3.1.4,<4.0a0'
     readline: '>=8.2,<9.0a0'
-    tk: '>=8.6.12,<8.7.0a0'
+    tk: '>=8.6.13,<8.7.0a0'
     tzdata: ''
     xz: '>=5.2.6,<6.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/python-3.10.12-h4005451_0_cpython.conda
+  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/python-3.10.13-h4005451_0_cpython.conda
   hash:
-    md5: 5789bb0af5e4e156dadf7d0cb15f00b2
-    sha256: 007fb8635f88d3d882e54d664e1f918313cc282734db4b3dfea183cdc2201c4f
+    md5: 3d65ac47e42a1f14d0b9bc3e3745cc90
+    sha256: f0cf1e07ed5c2e23e5d91719156ab8c13c64f9012ef36d41717481c3afe2e43b
   category: main
   optional: false
 - name: appdirs
@@ -1391,15 +1392,15 @@ package:
   category: main
   optional: false
 - name: charset-normalizer
-  version: 3.3.0
+  version: 3.3.1
   manager: conda
   platform: linux-ppc64le
   dependencies:
     python: '>=3.7'
-  url: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.3.0-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.3.1-pyhd8ed1ab_0.conda
   hash:
-    md5: fef8ef5f0a54546b9efee39468229917
-    sha256: 3407cd21af7e85aeb9499c377e7db25d2bbb9cbaf2f47d92626b3471dca65b4c
+    md5: 985378f74689fccce52f158027bd9acd
+    sha256: a31739c49c4b1c8e0cbdec965ba152683d36ce6e23bdaefcfee99937524dabd1
   category: main
   optional: false
 - name: click
@@ -1565,15 +1566,15 @@ package:
   category: main
   optional: false
 - name: fsspec
-  version: 2023.6.0
+  version: 2023.10.0
   manager: conda
   platform: linux-ppc64le
   dependencies:
     python: '>=3.8'
-  url: https://conda.anaconda.org/conda-forge/noarch/fsspec-2023.6.0-pyh1a96a4e_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/fsspec-2023.10.0-pyhca7485f_0.conda
   hash:
-    md5: 50ea2067ec92dfcc38b4f07992d7e235
-    sha256: 0015e12d85b454ca8e09085e9e788a6156f4f1da1b270019cab2658381d60258
+    md5: 5b86cf1ceaaa9be2ec4627377e538db1
+    sha256: 1bbdfadb93cc768252fd207dca406cde928f9a81ff985ea1760b6539c55923e6
   category: main
   optional: false
 - name: gmpy2
@@ -1649,14 +1650,14 @@ package:
   platform: linux-ppc64le
   dependencies:
     libopenblas: '>=0.3.24,<1.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/libblas-3.9.0-18_linuxppc64le_openblas.conda
+  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/libblas-3.9.0-19_linuxppc64le_openblas.conda
   hash:
-    md5: 928661ae99c3c11350301bfe295b08bf
-    sha256: 76352d37f78c008c340ba0055644b09f19827a7aa3db1a71b2a2d567fc38bde8
+    md5: f87f6f09019d577d412fd9f451a752d0
+    sha256: ce8a38ed1b5dd44ce2bef0949dcfc7e2b50b897a3bb85a02336194e9213d5287
   category: main
   optional: false
 - name: libcurl
-  version: 8.3.0
+  version: 8.4.0
   manager: conda
   platform: linux-ppc64le
   dependencies:
@@ -1665,12 +1666,12 @@ package:
     libnghttp2: '>=1.52.0,<2.0a0'
     libssh2: '>=1.11.0,<2.0a0'
     libzlib: '>=1.2.13,<1.3.0a0'
-    openssl: '>=3.1.2,<4.0a0'
+    openssl: '>=3.1.3,<4.0a0'
     zstd: '>=1.5.5,<1.6.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/libcurl-8.3.0-ha571e8f_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/libcurl-8.4.0-ha571e8f_0.conda
   hash:
-    md5: 6ce2bde8ed6665752d714515395f30a5
-    sha256: 359a45590f821218a834b50082028d0aecbabb64cfb8de64ade941f85ac8f390
+    md5: b29385ed14985a3847143817f3e12044
+    sha256: 6ed9daaeef1550a986bd16c42a3c31cb118fbb45e7e129d3c2b7c8a771a969be
   category: main
   optional: false
 - name: markupsafe
@@ -1746,10 +1747,10 @@ package:
     libgcc-ng: '>=12'
     python: '>=3.10,<3.11.0a0'
     python_abi: 3.10.*
-  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/multidict-6.0.4-py310h82c586f_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/multidict-6.0.4-py310h05217ba_1.conda
   hash:
-    md5: 019a734ef099dee2bb727ff9be6d10ee
-    sha256: b7c3c85915ce1f24a2fe354542cdbbca3e100c65783575e39217c16db16bc3a3
+    md5: f90a10b43c584978a2dc484b9f440c36
+    sha256: 233d40ebaa46a0410f35c5af274d51aa3b48f6e5fb4df734ce700ab68c521026
   category: main
   optional: false
 - name: mypy_extensions
@@ -1820,17 +1821,17 @@ package:
   category: main
   optional: false
 - name: orjson
-  version: 3.9.7
+  version: 3.9.8
   manager: conda
   platform: linux-ppc64le
   dependencies:
     libgcc-ng: '>=12'
     python: '>=3.10,<3.11.0a0'
     python_abi: 3.10.*
-  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/orjson-3.9.7-py310h8560792_1.conda
+  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/orjson-3.9.8-py310h8560792_0.conda
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 - name: ruff
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+  version: 0.1.3
   manager: conda
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     python: '>=3.10,<3.11.0a0'
     python_abi: 3.10.*
-  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/ruff-0.0.292-py310h51f1c1d_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/ruff-0.1.3-py310h356d4a7_0.conda
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+  version: 1.5.4
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   platform: linux-ppc64le
   dependencies:
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-  url: https://conda.anaconda.org/conda-forge/noarch/shellingham-1.5.3-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/shellingham-1.5.4-pyhd8ed1ab_0.conda
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   optional: false
 - name: smmap
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+  version: 5.0.0
   manager: conda
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   dependencies:
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-  url: https://conda.anaconda.org/conda-forge/noarch/smmap-3.0.5-pyh44b312d_0.tar.bz2
+    python: '>=3.5'
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   optional: false
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   category: main
   optional: false
-- name: tokenizers
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   optional: false
 - name: traitlets
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+  version: 5.12.0
   manager: conda
   platform: linux-ppc64le
   dependencies:
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+  url: https://conda.anaconda.org/conda-forge/noarch/traitlets-5.12.0-pyhd8ed1ab_0.conda
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+  version: 2023.10.18
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   dependencies:
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-  url: https://conda.anaconda.org/conda-forge/noarch/trove-classifiers-2023.9.19-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/trove-classifiers-2023.10.18-pyhd8ed1ab_0.conda
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@@ -2396,29 +2381,29 @@ package:
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   optional: false
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+  version: 1.6.4
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   dependencies:
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+  url: https://conda.anaconda.org/conda-forge/noarch/websocket-client-1.6.4-pyhd8ed1ab_0.conda
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   optional: false
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   dependencies:
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     python: '>=3.10,<3.11.0a0'
     python_abi: 3.10.*
-  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/websockets-11.0.3-py310h05217ba_1.conda
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 - name: deepdiff
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+  version: 6.6.1
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     python: '>=3.7'
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+  url: https://conda.anaconda.org/conda-forge/noarch/deepdiff-6.6.1-pyhd8ed1ab_0.conda
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   dependencies:
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-  url: https://conda.anaconda.org/conda-forge/noarch/gitdb-4.0.10-pyhd8ed1ab_0.conda
+    python: '>=3.7'
+    smmap: '>=3.0.1,<6'
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-  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/libcblas-3.9.0-18_linuxppc64le_openblas.conda
+  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/libcblas-3.9.0-19_linuxppc64le_openblas.conda
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 - name: libgoogle-cloud
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-  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/liblapack-3.9.0-18_linuxppc64le_openblas.conda
+  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/liblapack-3.9.0-19_linuxppc64le_openblas.conda
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+  version: 23.3.1
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     wheel: ''
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+  version: 2.0.7
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     python_abi: 3.10.*
-  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/yarl-1.9.2-py310h05217ba_0.conda
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   category: main
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+  version: 1.32.0
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 - name: aiohttp
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+  version: 3.8.6
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     yarl: '>=1.0,<2.0'
-  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/aiohttp-3.8.5-py310h6ed3b71_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/aiohttp-3.8.6-py310h05217ba_1.conda
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 - name: black
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+  version: 23.10.1
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     tomli: '>=1.1.0'
-  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/black-23.9.1-py310h194a6c8_0.conda
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+    libcblas: 3.9.0
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+  version: 0.104.0
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-    python: '>=3.7'
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-    typing-extensions: '>=4.5.0'
-  url: https://conda.anaconda.org/conda-forge/noarch/fastapi-0.103.2-pyhd8ed1ab_0.conda
+    typing-extensions: '>=4.8.0'
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   category: main
   optional: false
 - name: huggingface_hub
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 - name: pandas
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+  version: 2.1.2
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     python_abi: 3.10.*
     pytz: '>=2020.1'
-  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/pandas-2.1.1-py310h243fb84_1.conda
+  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/pandas-2.1.2-py310h243fb84_0.conda
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 - name: pooch
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+  version: 1.8.0
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     python: '>=3.7'
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-    python: '>=3.6'
-  url: https://conda.anaconda.org/conda-forge/noarch/pyopenssl-23.2.0-pyhd8ed1ab_1.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/pooch-1.8.0-pyhd8ed1ab_0.conda
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   optional: false
 - name: rapidfuzz
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@@ -3546,10 +3537,10 @@ package:
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     python_abi: 3.10.*
-  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/rapidfuzz-2.15.1-py310h7eda2be_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/rapidfuzz-2.15.2-py310h9de49d8_0.conda
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 - name: requests-toolbelt
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   optional: false
 - name: virtualenv
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+  version: 20.24.6
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   dependencies:
@@ -3619,10 +3610,10 @@ package:
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     platformdirs: <4,>=3.9.1
     python: '>=3.8'
-  url: https://conda.anaconda.org/conda-forge/noarch/virtualenv-20.24.4-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/virtualenv-20.24.6-pyhd8ed1ab_0.conda
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   category: main
   optional: false
+- name: blas
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+  manager: conda
+  platform: linux-ppc64le
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+    liblapack: 3.9.0
+    liblapacke: 3.9.0
+    llvm-openmp: '>=17.0.2'
+  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/blas-2.119-openblas.conda
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   category: main
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-- name: dulwich
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   category: main
   optional: false
+- name: tokenizers
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+  manager: conda
+  platform: linux-ppc64le
+  dependencies:
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+    libstdcxx-ng: '>=12'
+    openssl: '>=3.1.3,<4.0a0'
+    python: '>=3.10,<3.11.0a0'
+    python_abi: 3.10.*
+  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/tokenizers-0.14.1-py310h53c5faf_2.conda
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   manager: conda
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   platform: linux-ppc64le
   dependencies:
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+    __linux: ''
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     crashtest: '>=0.4.1,<0.5.0'
@@ -3841,11 +3850,10 @@ package:
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+  url: https://conda.anaconda.org/conda-forge/noarch/poetry-1.6.1-linux_pyha804496_0.conda
   hash:
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   optional: false
 - name: scikit-learn
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+  version: 1.3.2
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     threadpoolctl: '>=2.0.0'
-  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/scikit-learn-1.3.1-py310h42bb3b2_1.conda
+  url: https://conda.anaconda.org/conda-forge/linux-ppc64le/scikit-learn-1.3.2-py310h42bb3b2_1.conda
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   optional: false
 - name: inquirer
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   optional: false
 - name: datasets
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+  version: 2.14.6
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   dependencies:
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     dill: '>=0.3.0,<0.3.8'
-    fsspec: '>=2023.1.0,<2023.9.0'
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@@ -3998,14 +4006,14 @@ package:
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     tqdm: '>=4.62.1'
-  url: https://conda.anaconda.org/conda-forge/noarch/datasets-2.14.5-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/datasets-2.14.6-pyhd8ed1ab_0.conda
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   optional: false
 - name: evaluate
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+  version: 0.4.1
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     tqdm: '>=4.62.1'
-  url: https://conda.anaconda.org/conda-forge/noarch/evaluate-0.4.0-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/evaluate-0.4.1-pyhd8ed1ab_0.conda
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 - name: transformers
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   dependencies:
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     requests: ''
     sacremoses: ''
-    safetensors: ''
-    tokenizers: '>=0.11.1,!=0.11.3,<0.14'
+    safetensors: '>=0.3.1'
+    tokenizers: '>=0.14,<0.15'
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+  url: https://conda.anaconda.org/conda-forge/noarch/transformers-4.34.1-pyhd8ed1ab_0.conda
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+  version: 2.1.0
   manager: conda
   platform: linux-ppc64le
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-  url: https://conda.anaconda.org/conda-forge/noarch/pytorch-lightning-2.0.9-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/pytorch-lightning-2.1.0-pyhd8ed1ab_0.conda
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@@ -4207,10 +4215,10 @@ package:
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     websocket-client: <3.0
     websockets: <13.0
-  url: https://conda.anaconda.org/conda-forge/noarch/lightning-2.0.9.post0-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/lightning-2.1.0-pyhd8ed1ab_0.conda
   hash:
-    md5: 176e3200b742c487e3e42717081d502b
-    sha256: 168206b0c49063854a93b7546883c0327d4e6b4e147b6d2aa889db8c335a28bb
+    md5: d5789fcb43c39632347d7a86cd6ec474
+    sha256: 5754b56ca596b98192ea26e8bde1f0aa7a9d95c07e15223adf17229e94f4577a
   category: main
   optional: false
 - name: argcomplete
@@ -4243,16 +4251,6 @@ package:
     sha256: d1679b86250d269d06a99670924d6bce45adc00b08069dae8c47d98e89b667a9
   category: main
   optional: false
-- name: warmup-scheduler
-  version: '0.3'
-  manager: pip
-  platform: linux-ppc64le
-  dependencies: {}
-  url: https://files.pythonhosted.org/packages/00/39/f77fb5a7a572891c1f4df1d8e1373a1380cb6d861933886334553244d002/warmup_scheduler-0.3.tar.gz
-  hash:
-    sha256: 63624cf5010772252c530ceb1a64e3fd60e3ee54264054da389f1b421089b714
-  category: main
-  optional: false
 - name: print-on-steroids
   version: 1.2.3
   manager: pip
diff --git a/ppc64le.environment.yml b/ppc64le.environment.yml
index 6f0cafb..5f1e4ec 100644
--- a/ppc64le.environment.yml
+++ b/ppc64le.environment.yml
@@ -38,7 +38,6 @@ dependencies:
   - pip
   - pip:
       - pipx
-      - warmup-scheduler
       - simple_parsing
       - print-on-steroids[exceptions]
 

From c43bcb1190e64720f7a97e0a70102d7b541b5103 Mon Sep 17 00:00:00 2001
From: Konstantin Dobler <konstantin.j.dobler@gmail.com>
Date: Mon, 6 Nov 2023 18:22:31 +0100
Subject: [PATCH 06/15] more README

---
 .github/workflows/docker.yml | 5 +++--
 README.md                    | 6 +++---
 2 files changed, 6 insertions(+), 5 deletions(-)

diff --git a/.github/workflows/docker.yml b/.github/workflows/docker.yml
index de3048c..75fabe9 100644
--- a/.github/workflows/docker.yml
+++ b/.github/workflows/docker.yml
@@ -31,8 +31,8 @@ jobs:
       - name: Login to Docker Hub
         uses: docker/login-action@v2
         with:
-          registry: ${{secrets.DOCKER_REGISTRY}}
-          username: ${{secrets.DOCKER_REGISTRY_USERNAME}}
+          registry: ${{secrets.DOCKER_REGISTRY}} # if not set, default to Docker Hub
+          username: konstantinjdobler # change this
           password: ${{secrets.DOCKER_REGISTRY_TOKEN}}
       - name: Get torch version for amd
         run: "echo TORCH_VERSION_AMD=$(cat conda-lock.yml | grep -E -A 4 'name: pytorch$' |
@@ -46,5 +46,6 @@ jobs:
           context: .
           platforms: linux/amd64
           push: true
+          # change these tags to match your Docker Hub repo
           tags: konstantinjdobler/nlp-research-template:pytorch${{env.TORCH_VERSION_AMD}}-cuda${{env.CUDA_VERSION_AMD}}, konstantinjdobler/nlp-research-template:latest
           
\ No newline at end of file
diff --git a/README.md b/README.md
index a00b21d..c433296 100644
--- a/README.md
+++ b/README.md
@@ -215,7 +215,6 @@ After having installed the [Remote-SSH-](https://code.visualstudio.com/docs/remo
 
 There is a bit of setup: for a proper dev environment, you will need to configure mounts (cache directories, your datasets, ...) and environment variables like for a regular docker run command, have a look inside [`.devcontainer/devcontainer.json`](.devcontainer/devcontainer.json).
 
-
 `conda-lock` is automatically installed for you but you have to add the `--micromamba` flag inside the Dev Container (e.g. `conda-lock --micromamba -f environment.yml`). Otherwise, conda-lock uses an anaconda installation, which takes over 8 hours to resolve the packages in the environments.
 
 We automatically mount the `~/.gitconfig` and `~/.netrc` files for ease of use of Git and W&B, however these files have to exist on your host machine. They are created when executing `git config --global user.email your.name@domain.com` and `wandb login`, respectively.
@@ -233,7 +232,6 @@ Sometimes it's just quicker or unavoidable to create an environment via `conda-l
 
 We use the `ruff` linter and `black` formatter. You should install their VS Code extensions and enable "Format on Save" inside VS Code.
 
-
 ## Continuous Integration and Deployment
 
 Our project uses GitHub Actions for CI/CD to automate the building and pushing of our Docker images to Docker Hub. This ensures that our Docker images are always up-to-date with the latest dependencies specified in `conda-lock.yml`.
@@ -244,8 +242,10 @@ To work with this CI/CD setup, you need to:
 
 - Set the following secrets in your GitHub repository:
   - `DOCKER_REGISTRY`: The Docker registry URL (if using Docker Hub, this is not needed).
-  - `DOCKER_REGISTRY_USERNAME`: Your Docker Hub username.
   - `DOCKER_REGISTRY_TOKEN`: Your Docker Hub access token or password.
+- Replace `konstantinjdobler` and mentions of `nlp-research-template` with your own Docker ID in the workflow file [`.github/workflows/docker.yml`](./.github/workflows/docker.yml)
+
+If you do not want to automatically build and push images, just delete the workflow file.
 
 ### How to Update Docker Images
 

From 15c4482a479b85af9cb6ff1f1240049ba29272b9 Mon Sep 17 00:00:00 2001
From: Konstantin Dobler <konstantin.j.dobler@gmail.com>
Date: Mon, 6 Nov 2023 18:28:54 +0100
Subject: [PATCH 07/15] trigger job

---
 environment.yml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/environment.yml b/environment.yml
index c1c9d1a..a2ef5bb 100644
--- a/environment.yml
+++ b/environment.yml
@@ -14,6 +14,7 @@ dependencies:
   # CUDA only on linux and windows
   - pytorch::pytorch-cuda=11.8 # [linux]
   - pytorch::pytorch-cuda=11.8 # [win]
+  
   - wandb
   - lightning
   - transformers

From 9ac6c0003b0e30096e0d6904e84ccc54b2c6dc09 Mon Sep 17 00:00:00 2001
From: Konstantin Dobler <konstantin.j.dobler@gmail.com>
Date: Mon, 6 Nov 2023 18:30:00 +0100
Subject: [PATCH 08/15] add reproducible

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index c433296..1770fd0 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,4 @@
-# An opinionated template for NLP research code
+# An opinionated template for reproducible NLP research code
 
 [![Docker Hub](https://img.shields.io/docker/v/konstantinjdobler/nlp-research-template/latest?color=blue&label=docker&logo=docker)](https://hub.docker.com/r/konstantinjdobler/nlp-research-template/tags)
 [![Code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black)

From 0b5b3d102e118e5cd8af50b3357f2cbcdc9ba93b Mon Sep 17 00:00:00 2001
From: Konstantin Dobler <konstantin.j.dobler@gmail.com>
Date: Mon, 6 Nov 2023 18:31:30 +0100
Subject: [PATCH 09/15] trigger job + comment

---
 Dockerfile | 1 +
 1 file changed, 1 insertion(+)

diff --git a/Dockerfile b/Dockerfile
index 4931c54..d526ed0 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -114,6 +114,7 @@ RUN --mount=type=cache,target=$MAMBA_ROOT_PREFIX/pkgs,id=conda-$TARGETPLATFORM,u
     micromamba install --name base --yes --file /locks/conda-lock.yml 
 
 # Install optional tricky pip dependencies that do not work with conda-lock
+# --no-deps --no-cache-dir to prevent conflicts with micromamba, might have to remove it depending on your use case
 # RUN micromamba run -n research pip install example-dependency --no-deps --no-cache-dir
 
 

From 2fed00745b404ac7af78daaaa70afe2315ef89dc Mon Sep 17 00:00:00 2001
From: Konstantin Dobler <konstantin.j.dobler@gmail.com>
Date: Tue, 7 Nov 2023 10:15:30 +0100
Subject: [PATCH 10/15] Use Python to extract version info

---
 .github/scripts/extract_version_info.py | 29 +++++++++++++++++++++++++
 .github/workflows/docker.yml            | 11 +++++-----
 2 files changed, 35 insertions(+), 5 deletions(-)
 create mode 100644 .github/scripts/extract_version_info.py

diff --git a/.github/scripts/extract_version_info.py b/.github/scripts/extract_version_info.py
new file mode 100644
index 0000000..378d616
--- /dev/null
+++ b/.github/scripts/extract_version_info.py
@@ -0,0 +1,29 @@
+#!/usr/bin/env python3
+import sys
+import yaml
+
+if len(sys.argv) != 2:
+    print("Usage: python extract_pytorch_version.py <package_name>")
+    sys.exit(1)
+
+package_name = sys.argv[1]
+
+# Load the lock file
+try:
+    with open('conda-lock.yml', 'r') as lock_file:
+        lock_data = yaml.safe_load(lock_file)
+except FileNotFoundError:
+    print("Lock file 'conda-lock.yml' not found.")
+    sys.exit(1)
+
+# Extract the version of the specified package
+package_version = None
+for package in lock_data['package']:
+    if package['name'] == package_name and package['platform'] == 'linux-64':
+        package_version = package['version']
+        break
+
+if package_version:
+    print(package_version)
+else:
+    print(f"{package_name}-not-found")
diff --git a/.github/workflows/docker.yml b/.github/workflows/docker.yml
index 75fabe9..3a19563 100644
--- a/.github/workflows/docker.yml
+++ b/.github/workflows/docker.yml
@@ -35,11 +35,13 @@ jobs:
           username: konstantinjdobler # change this
           password: ${{secrets.DOCKER_REGISTRY_TOKEN}}
       - name: Get torch version for amd
-        run: "echo TORCH_VERSION_AMD=$(cat conda-lock.yml | grep -E -A 4 'name: pytorch$' |
-          tail -n1 | grep -Eo [0-9]+.[0-9]+.[0-9]+) >> $GITHUB_ENV"
+        run: "echo TORCH_VERSION_AMD=$(.github/scripts/release.py pytorch) >> $GITHUB_ENV"
       - name: Get cuda version for amd
-        run: "echo CUDA_VERSION_AMD=$(cat conda-lock.yml | grep -E -A 4 'name:
-          pytorch-cuda$' | tail -n1 | grep -Eo [0-9]+.[0-9]+) >> $GITHUB_ENV"
+        run: "echo CUDA_VERSION_AMD=$(.github/scripts/release.py pytorch-cuda) >> $GITHUB_ENV"
+      - name: Print version info
+        run: |
+          echo "TORCH_VERSION_AMD=$TORCH_VERSION_AMD"
+          echo "CUDA_VERSION_AMD=$CUDA_VERSION_AMD"
       - name: Build and push AMD
         uses: docker/build-push-action@v4
         with:
@@ -48,4 +50,3 @@ jobs:
           push: true
           # change these tags to match your Docker Hub repo
           tags: konstantinjdobler/nlp-research-template:pytorch${{env.TORCH_VERSION_AMD}}-cuda${{env.CUDA_VERSION_AMD}}, konstantinjdobler/nlp-research-template:latest
-          
\ No newline at end of file

From 5205b7c55705f06f02d1a014a4fb6d91ac97834c Mon Sep 17 00:00:00 2001
From: Konstantin Dobler <konstantin.j.dobler@gmail.com>
Date: Tue, 7 Nov 2023 10:19:40 +0100
Subject: [PATCH 11/15] trigger job

---
 Dockerfile | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/Dockerfile b/Dockerfile
index d526ed0..f414e78 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -57,6 +57,8 @@ COPY ppc64le.conda-lock.yml /locks/conda-lock.yml
 # -----------------
 ARG TARGETARCH
 FROM ${TARGETARCH}${OS_SELECTOR} as nvidia-cuda-with-micromamba
+
+# ---------
 # From https://github.com/mamba-org/micromamba-docker#adding-micromamba-to-an-existing-docker-image
 # The commands below add micromamba to an existing image to give the capability to ad-hoc install new dependencies
 USER root
@@ -93,6 +95,7 @@ ENTRYPOINT ["/usr/local/bin/_entrypoint.sh"]
 
 # You can modify the CMD statement as needed....
 CMD ["/bin/bash"]
+# ------------
 
 
 ############################################################

From 8de8a1b451d366e3f81cf7fb14b651cd307919cb Mon Sep 17 00:00:00 2001
From: Konstantin Dobler <konstantin.j.dobler@gmail.com>
Date: Tue, 7 Nov 2023 10:26:23 +0100
Subject: [PATCH 12/15] fix script name

---
 .github/workflows/docker.yml | 4 ++--
 Dockerfile                   | 2 +-
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/docker.yml b/.github/workflows/docker.yml
index 3a19563..b91d81d 100644
--- a/.github/workflows/docker.yml
+++ b/.github/workflows/docker.yml
@@ -35,9 +35,9 @@ jobs:
           username: konstantinjdobler # change this
           password: ${{secrets.DOCKER_REGISTRY_TOKEN}}
       - name: Get torch version for amd
-        run: "echo TORCH_VERSION_AMD=$(.github/scripts/release.py pytorch) >> $GITHUB_ENV"
+        run: "echo TORCH_VERSION_AMD=$(.github/scripts/extract_version_info.py pytorch) >> $GITHUB_ENV"
       - name: Get cuda version for amd
-        run: "echo CUDA_VERSION_AMD=$(.github/scripts/release.py pytorch-cuda) >> $GITHUB_ENV"
+        run: "echo CUDA_VERSION_AMD=$(.github/scripts/extract_version_info.py pytorch-cuda) >> $GITHUB_ENV"
       - name: Print version info
         run: |
           echo "TORCH_VERSION_AMD=$TORCH_VERSION_AMD"
diff --git a/Dockerfile b/Dockerfile
index f414e78..e443a66 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -145,4 +145,4 @@ USER $MAMBA_USER
 ARG MAMBA_DOCKERFILE_ACTIVATE=1
 RUN micromamba config prepend channels conda-forge --env
 # Disable micromamba banner at every command
-RUN micromamba config set show_banner false --env
\ No newline at end of file
+RUN micromamba config set show_banner false --env

From b1c5d1c847e39b180e19a8bd79d5032d2850fc9e Mon Sep 17 00:00:00 2001
From: Konstantin Dobler <konstantin.j.dobler@gmail.com>
Date: Tue, 7 Nov 2023 10:32:39 +0100
Subject: [PATCH 13/15] make script executable

---
 .github/scripts/extract_version_info.py | 0
 1 file changed, 0 insertions(+), 0 deletions(-)
 mode change 100644 => 100755 .github/scripts/extract_version_info.py

diff --git a/.github/scripts/extract_version_info.py b/.github/scripts/extract_version_info.py
old mode 100644
new mode 100755

From 062cdabb46347ebb477a747676201c43c04baae6 Mon Sep 17 00:00:00 2001
From: Konstantin Dobler <konstantin.j.dobler@gmail.com>
Date: Tue, 7 Nov 2023 10:33:02 +0100
Subject: [PATCH 14/15] trigger job

---
 Dockerfile | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/Dockerfile b/Dockerfile
index e443a66..ec13e66 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -13,7 +13,6 @@ ARG OS_SELECTOR=ubi8
 # Load micromamba container to copy from later
 FROM --platform=$TARGETPLATFORM mambaorg/micromamba:1.5.1 as micromamba
 
-
 ####################################################
 ################ BASE IMAGES #######################
 ####################################################
@@ -145,4 +144,4 @@ USER $MAMBA_USER
 ARG MAMBA_DOCKERFILE_ACTIVATE=1
 RUN micromamba config prepend channels conda-forge --env
 # Disable micromamba banner at every command
-RUN micromamba config set show_banner false --env
+RUN micromamba config set show_banner false --env
\ No newline at end of file

From 09d8c94e49e1ddf85a2f2aeceb42f8ce0fd5be5a Mon Sep 17 00:00:00 2001
From: Konstantin Dobler <konstantin.j.dobler@gmail.com>
Date: Tue, 7 Nov 2023 11:04:30 +0100
Subject: [PATCH 15/15] add git tag to docker

---
 .github/workflows/docker.yml | 2 +-
 Dockerfile                   | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/docker.yml b/.github/workflows/docker.yml
index b91d81d..4e129d6 100644
--- a/.github/workflows/docker.yml
+++ b/.github/workflows/docker.yml
@@ -49,4 +49,4 @@ jobs:
           platforms: linux/amd64
           push: true
           # change these tags to match your Docker Hub repo
-          tags: konstantinjdobler/nlp-research-template:pytorch${{env.TORCH_VERSION_AMD}}-cuda${{env.CUDA_VERSION_AMD}}, konstantinjdobler/nlp-research-template:latest
+          tags: konstantinjdobler/nlp-research-template:pytorch${{env.TORCH_VERSION_AMD}}-cuda${{env.CUDA_VERSION_AMD}}, konstantinjdobler/nlp-research-template:latest, konstantinjdobler/nlp-research-template:git-${{ github.sha }}
diff --git a/Dockerfile b/Dockerfile
index ec13e66..5885b28 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -144,4 +144,4 @@ USER $MAMBA_USER
 ARG MAMBA_DOCKERFILE_ACTIVATE=1
 RUN micromamba config prepend channels conda-forge --env
 # Disable micromamba banner at every command
-RUN micromamba config set show_banner false --env
\ No newline at end of file
+RUN micromamba config set show_banner false --env