Merge branch 'main' of https://github.com/unifyai/ivy into tensor_train

.devcontainer/build/devcontainer.json

@@ -23,7 +23,7 @@
 	},
 
 	"postCreateCommand": {
-        "post_create": "bash .devcontainer/post_create_commands.sh", 
+        "post_create": "bash .devcontainer/post_create_commands.sh",
         "bashrc": "echo \"alias python=python3\" >> ~/.bashrc"
     },
 

.devcontainer/build_gpu/devcontainer.json

@@ -24,7 +24,7 @@
 	},
 
 	"postCreateCommand": {
-        "post_create": "bash .devcontainer/post_create_commands.sh", 
+        "post_create": "bash .devcontainer/post_create_commands.sh",
         "bashrc": "echo \"alias python=python3\" >> ~/.bashrc"
     },
 

.devcontainer/image/devcontainer.json

@@ -14,20 +14,20 @@
 	},
 
 	"postCreateCommand": {
-        "post_create": "bash .devcontainer/post_create_commands.sh", 
+        "post_create": "bash .devcontainer/post_create_commands.sh",
         "bashrc": "echo \"alias python=python3\" >> ~/.bashrc"
     },
 	"initializeCommand": "docker pull unifyai/ivy:latest",
 
 	// Use 'forwardPorts' to make a list of ports inside the container available locally.
 	// "forwardPorts": [],
-	
+
 	// Uncomment when using a ptrace-based debugger like C++, Go, and Rust
 	// "runArgs": [ "--cap-add=SYS_PTRACE", "--security-opt", "seccomp=unconfined" ],
-	
+
 	// Uncomment to use the Docker CLI from inside the container. See https://aka.ms/vscode-remote/samples/docker-from-docker.
 	// "mounts": [ "source=/var/run/docker.sock,target=/var/run/docker.sock,type=bind" ],
-	
+
 	// Uncomment to connect as a non-root user if you've added one. See https://aka.ms/vscode-remote/containers/non-root.
 	// "remoteUser": "vscode",
     "features": {

.devcontainer/image_gpu/devcontainer.json

@@ -16,20 +16,20 @@
 	"runArgs": ["--gpus","all"],
 
 	"postCreateCommand": {
-        "post_create": "bash .devcontainer/post_create_commands.sh", 
+        "post_create": "bash .devcontainer/post_create_commands.sh",
         "bashrc": "echo \"alias python=python3\" >> ~/.bashrc"
     },
 	"initializeCommand": "docker pull unifyai/ivy:latest",
-	
+
 	// Use 'forwardPorts' to make a list of ports inside the container available locally.
 	// "forwardPorts": [],
-	
+
 	// Uncomment when using a ptrace-based debugger like C++, Go, and Rust
 	// "runArgs": [ "--cap-add=SYS_PTRACE", "--security-opt", "seccomp=unconfined" ],
-	
+
 	// Uncomment to use the Docker CLI from inside the container. See https://aka.ms/vscode-remote/samples/docker-from-docker.
 	// "mounts": [ "source=/var/run/docker.sock,target=/var/run/docker.sock,type=bind" ],
-	
+
 	// Uncomment to connect as a non-root user if you've added one. See https://aka.ms/vscode-remote/containers/non-root.
 	// "remoteUser": "vscode",
     "features": {

.github/CODEOWNERS

@@ -5,7 +5,7 @@ ivy/utils/backend @VedPatwardhan @CatB1t
 ivy/utils/backend/ast_helpers.py @CatB1t
 
 # Ivy Testing
-ivy_tests/test_ivy/helpers/ @CatB1t
+ivy_tests/test_ivy/helpers/ @sherry30 @CatB1t
 ivy_tests/array_api_testing/ @aarsh2001 @hirwa-nshuti
 
 # Docs builder

.github/pull_request_template.md

@@ -1,31 +1,31 @@
 
-<!-- 
+<!--
 This template will help you to have a meaningful PR, please follow it and do not leave it blank.
 -->
 
-# PR Description 
+# PR Description
 
-<!-- 
+<!--
 If there is no related issue, please add a short description about your PR.
 -->
 
-## Related Issue 
+## Related Issue
 
-<!-- 
-Please use this format to link other issues with their numbers: Close #123 
+<!--
+Please use this format to link other issues with their numbers: Close #123
 https://docs.github.com/en/issues/tracking-your-work-with-issues/linking-a-pull-request-to-an-issue#linking-a-pull-request-to-an-issue-using-a-keyword
 -->
 
 Close #
 
-## Checklist 
+## Checklist
 
 - [ ] Did you add a function?
 - [ ] Did you add the tests?
 - [ ] Did you follow the steps we provided?
 
-### Socials: 
+### Socials:
 
-<!-- 
+<!--
 If you have Twitter, please provide it here otherwise just ignore this.
 -->

.github/workflows/array-api-intelligent-tests.yml

@@ -30,7 +30,7 @@ jobs:
           SSH_DEPLOY_KEY: ${{ secrets.SSH_DEPLOY_KEY }}
         run: |
           source ./ivy/clone_mapping.sh main
-          pip install pydriller pymongo 
+          pip install pydriller pymongo
           cp Mapping/tests.pbz2 ivy/
           cd ivy
           python run_tests_CLI/array_api_determine_tests.py

.github/workflows/auto-comment.yml

@@ -16,7 +16,7 @@ jobs:
               issue_number: context.issue.number,
               owner: context.repo.owner,
               repo: context.repo.repo,
-              
+
               body: `Thanks for contributing to Ivy! 😊👏
                 Here are some of the important points from our Contributing Guidelines 📝:
                 1. Feel free to ignore the \`run_tests (1)\`, \`run_tests (2)\`, … jobs, and only look at the \`display_test_results\` job. 👀 It contains the following two sections:

.github/workflows/checklist_actions.yml

@@ -38,7 +38,7 @@ jobs:
           comment-id: ${{ github.event.comment.id }}
           body: ${{ steps.template.outputs.result }}
           edit-mode: replace
-  
+
   frontend_pr_commented:
     name: Frontend PR comment
     if: ${{ github.event.issue.pull_request && github.event.comment.body == 'add_frontend_checklist' }}

.github/workflows/dockerfile-push.yml

@@ -13,7 +13,7 @@ jobs:
     runs-on: ubuntu-20.04
 
     steps:
-    - 
+    -
       name: Checkout 🛎 Ivy
       uses: actions/checkout@v3
 

.github/workflows/intelligent-tests.yml

@@ -63,7 +63,7 @@ jobs:
           SSH_DEPLOY_KEY: ${{ secrets.SSH_DEPLOY_KEY }}
         run: |
           source ./ivy/clone_mapping.sh master${{ matrix.branch }}
-          pip install pydriller pymongo 
+          pip install pydriller pymongo
           cp Mapping/tests.pbz2 ivy/
           cd ivy
           mkdir .ivy

.github/workflows/manual-tests-pr.yml

@@ -34,7 +34,7 @@ jobs:
            mkdir .ivy
            touch .ivy/key.pem
            echo -n ${{ secrets.USER_API_KEY }} > .ivy/key.pem
-           python setup_tests.py ${{ github.event.inputs.test }} 
+           python setup_tests.py ${{ github.event.inputs.test }}
            python run_tests_pr.py new_failures.txt
          continue-on-error: true
 

.github/workflows/manual-tests.yml

@@ -52,7 +52,7 @@ jobs:
           mkdir .ivy
           touch .ivy/key.pem
           echo -n ${{ secrets.USER_API_KEY }} > .ivy/key.pem
-          python3 setup_tests.py ${{ github.event.inputs.test }} 
+          python3 setup_tests.py ${{ github.event.inputs.test }}
           python3 run_tests.py ${{ secrets.REDIS_CONNECTION_URL }} ${{ secrets.REDIS_PASSWORD }} ${{ secrets.MONGODB_PASSWORD }} 'false' ${{ github.event.inputs.gpu }} ${{ github.run_id }} 'false' ${{ steps.jobs.outputs.html_url }}
         continue-on-error: true
 
@@ -86,7 +86,7 @@ jobs:
           mkdir .ivy
           touch .ivy/key.pem
           echo -n ${{ secrets.USER_API_KEY }} > .ivy/key.pem
-          python setup_tests.py "${{ github.event.inputs.test }}" 
+          python setup_tests.py "${{ github.event.inputs.test }}"
           python run_tests.py ${{ secrets.REDIS_CONNECTION_URL }} ${{ secrets.REDIS_PASSWORD }} ${{ secrets.MONGODB_PASSWORD }} ${{ github.event.inputs.version}} 'false' ${{ github.run_id }} 'false' ${{ steps.jobs.outputs.html_url }}
         continue-on-error: true
 

.gitmodules

@@ -2,3 +2,6 @@
 [submodule "ivy_tests/array_api_testing/test_array_api"]
 	path = ivy_tests/array_api_testing/test_array_api
 	url = https://github.com/data-apis/array-api-tests.git
+[submodule "docs/demos"]
+	path = docs/demos
+	url = https://github.com/unifyai/demos.git

.pre-commit-config.yaml

@@ -1,4 +1,10 @@
 repos:
+  - repo: https://github.com/pre-commit/pre-commit-hooks
+    rev: v4.4.0
+    hooks:
+      - id: check-yaml
+      - id: trailing-whitespace
+      - id: check-toml
   - repo: https://github.com/psf/black
     rev: 23.7.0
     hooks:
@@ -7,7 +13,7 @@ repos:
         args:
           - "--preview"
   - repo: https://github.com/PyCQA/autoflake
-    rev: v2.2.0
+    rev: v2.2.1
     hooks:
       - id: autoflake
   - repo: https://github.com/pycqa/flake8

LICENSE

@@ -174,9 +174,9 @@ Copyright 2021 The Ivy Authors.  All rights reserved.
       defend, and hold each Contributor harmless for any liability
       incurred by, or claims asserted against, such Contributor by reason
       of your accepting any such warranty or additional liability.
-      
-   10. The software in this directory and its subdirectories is licensed under the Apache License, 
-       Version 2.0, except for the software contained within the ivy/compiler directory, 
+
+   10. The software in this directory and its subdirectories is licensed under the Apache License,
+       Version 2.0, except for the software contained within the ivy/compiler directory,
        which is subject to the license set forth in the LICENSE file located within that directory.
 
    END OF TERMS AND CONDITIONS

README.md

@@ -322,63 +322,6 @@ The model\'s output can be visualized as follows:
    <img width="50%" class="dark-light" src="https://raw.githubusercontent.com/unifyai/unifyai.github.io/main/img/regressor_lq.gif">
 </div>
 
-Last but not least, we are also working on specific extensions totally
-written in Ivy and therefore usable within any framework, covering
-topics like [Mechanics](https://github.com/unifyai/mech), [Computer
-Vision](https://github.com/unifyai/vision),
-[Robotics](https://github.com/unifyai/robot), a [Reinforcement Learning
-Gym](https://github.com/unifyai/gym),
-[Memory](https://github.com/unifyai/memory) and implementation of
-various [Models](https://github.com/unifyai/models) or [Builder
-tools](https://github.com/unifyai/builder) with trainers, data loaders
-and more!
-
-<br/>
-<div align="center">
-<a class="only-dark" href="https://github.com/unifyai/mech#gh-dark-mode-only">
-    <img class="only-dark" width="12.5%" style="padding-right: 4px; padding-bottom: 4px;" src="https://raw.githubusercontent.com/unifyai/unifyai.github.io/main/img/externally_linked/logos/ivy_mech_dark.png#gh-dark-mode-only">
-</a>
-<a class="only-light" href="https://github.com/unifyai/mech#gh-light-mode-only">
-    <img class="only-dark" width="12.5%" style="padding-right: 4px; padding-bottom: 4px;" src="https://raw.githubusercontent.com/unifyai/unifyai.github.io/main/img/externally_linked/logos/ivy_mech.png#gh-light-mode-only">
-</a>
-<a class="only-dark" href="https://github.com/unifyai/vision#gh-dark-mode-only">
-    <img class="only-dark" width="12.5%" style="padding-right: 4px; padding-bottom: 4px;" src="https://raw.githubusercontent.com/unifyai/unifyai.github.io/main/img/externally_linked/logos/ivy_vision_dark.png#gh-dark-mode-only">
-</a>
-<a class="only-light" href="https://github.com/unifyai/vision#gh-light-mode-only">
-    <img class="only-dark" width="12.5%" style="padding-right: 4px; padding-bottom: 4px;" src="https://raw.githubusercontent.com/unifyai/unifyai.github.io/main/img/externally_linked/logos/ivy_vision.png#gh-light-mode-only">
-</a>
-<a class="only-dark" href="https://github.com/unifyai/robot#gh-dark-mode-only">
-    <img class="only-dark" width="12.5%" style="padding-right: 4px; padding-bottom: 4px;" src="https://raw.githubusercontent.com/unifyai/unifyai.github.io/main/img/externally_linked/logos/ivy_robot_dark.png#gh-dark-mode-only">
-</a>
-<a class="only-light" href="https://github.com/unifyai/robot#gh-light-mode-only">
-    <img class="only-dark" width="12.5%" style="padding-right: 4px; padding-bottom: 4px;" src="https://raw.githubusercontent.com/unifyai/unifyai.github.io/main/img/externally_linked/logos/ivy_robot.png#gh-light-mode-only">
-</a>
-<a class="only-dark" href="https://github.com/unifyai/gym#gh-dark-mode-only">
-    <img class="only-dark" width="12.5%" style="padding-right: 4px; padding-bottom: 4px;" src="https://raw.githubusercontent.com/unifyai/unifyai.github.io/main/img/externally_linked/logos/ivy_gym_dark.png#gh-dark-mode-only">
-</a>
-<a class="only-light" href="https://github.com/unifyai/gym#gh-light-mode-only">
-    <img class="only-dark" width="12.5%" style="padding-right: 4px; padding-bottom: 4px;" src="https://raw.githubusercontent.com/unifyai/unifyai.github.io/main/img/externally_linked/logos/ivy_gym.png#gh-light-mode-only">
-</a>
-<a class="only-dark" href="https://github.com/unifyai/memory#gh-dark-mode-only">
-    <img class="only-dark" width="12.5%" style="padding-right: 4px; padding-bottom: 4px;" src="https://raw.githubusercontent.com/unifyai/unifyai.github.io/main/img/externally_linked/logos/ivy_memory_dark.png#gh-dark-mode-only">
-</a>
-<a class="only-light" href="https://github.com/unifyai/memory#gh-light-mode-only">
-    <img class="only-dark" width="12.5%" style="padding-right: 4px; padding-bottom: 4px;" src="https://raw.githubusercontent.com/unifyai/unifyai.github.io/main/img/externally_linked/logos/ivy_memory.png#gh-light-mode-only">
-</a>
-<a class="only-dark" href="https://github.com/unifyai/builder#gh-dark-mode-only">
-    <img class="only-dark" width="12.5%" style="padding-right: 4px; padding-bottom: 4px;" src="https://raw.githubusercontent.com/unifyai/unifyai.github.io/main/img/externally_linked/logos/ivy_builder_dark.png#gh-dark-mode-only">
-</a>
-<a class="only-light" href="https://github.com/unifyai/builder#gh-light-mode-only">
-    <img class="only-dark" width="12.5%" style="padding-right: 4px; padding-bottom: 4px;" src="https://raw.githubusercontent.com/unifyai/unifyai.github.io/main/img/externally_linked/logos/ivy_builder.png#gh-light-mode-only">
-</a>
-<a class="only-dark" href="https://github.com/unifyai/models#gh-dark-mode-only">
-    <img class="only-dark" width="12.5%" style="padding-right: 4px; padding-bottom: 4px;" src="https://raw.githubusercontent.com/unifyai/unifyai.github.io/main/img/externally_linked/logos/ivy_models_dark.png#gh-dark-mode-only">
-</a>
-<a class="only-light" href="https://github.com/unifyai/models#gh-light-mode-only">
-    <img class="only-dark" width="12.5%" style="padding-right: 4px; padding-bottom: 4px;" src="https://raw.githubusercontent.com/unifyai/unifyai.github.io/main/img/externally_linked/logos/ivy_models.png#gh-light-mode-only">
-</a>
-</div>
-<br clear="all" />
 
 As always, you can find more information about [Ivy as a framework in
 the
@@ -437,7 +380,7 @@ expected. :sweat_smile:
 
 ``` bash
 git clone https://github.com/unifyai/ivy.git
-cd ivy 
+cd ivy
 pip install --user -e .
 ```
 
@@ -1526,7 +1469,7 @@ device = "cuda:0" if ivy.gpu_is_available() else "cpu"
 
 # training hyperparams
 optimizer= ivy.Adam(1e-4)
-batch_size = 64 
+batch_size = 64
 num_epochs = 20
 num_classes = 10
 
@@ -1600,7 +1543,7 @@ def train(images, classes, epochs, model, device, num_classes=10, batch_size=32)
         f.writerows(metrics)
 
 
-# assuming the dataset(images and classes) are already prepared in a folder      
+# assuming the dataset(images and classes) are already prepared in a folder
 train(images, classes, num_epochs, model, device, num_classes = num_classes, batch_size = batch_size)
 ```
 

automation_tools/checklists/frontend_checklist.md

@@ -6,7 +6,7 @@ The [Ivy Docs](https://unify.ai/docs/ivy/) represent the ground truth for the ta
 Please note that the contributor is not expected to understand everything in the checklist. It's mainly here for the reviewer to make sure everything has been done correctly 🙂
 
 #### LEGEND 🗺:
-- ❌ :  Check item is not completed. 
+- ❌ :  Check item is not completed.
 - ✅ :  Check item is ready for review.
 - 🆘 :  Stuck/Doubting implementation (PR author should add comments explaining why).
 - ⏩ :  Check is not applicable to function (skip).
@@ -24,15 +24,15 @@ Please note that the contributor is not expected to understand everything in the
        2. - [ ] ❌: A ToDo comment has been added prompting to pass the frontend argument to the ivy function whose behavior is to be extended.
 6. - [ ] ❌: In case a frontend function is being added:
        1. - [ ] ❌: It is a composition of ivy functions.
-       2. - [ ] ❌: In case the needed composition is long (using numerous ivy functions), a `Missing Function Suggestion` issue has been opened to suggest a new ivy function should be added to shorten the frontend implementation. 
+       2. - [ ] ❌: In case the needed composition is long (using numerous ivy functions), a `Missing Function Suggestion` issue has been opened to suggest a new ivy function should be added to shorten the frontend implementation.
        3. - [ ] ❌: `@to_ivy_arrays_and_back` has been added to the function.
 7. - [ ] ❌: In case a frontend method is being added:
-       1. - [ ] ❌: It is composed of existing frontend functions or methods. 
+       1. - [ ] ❌: It is composed of existing frontend functions or methods.
        2. - [ ] ❌: If a required frontend function has not yet been added, the method may be implemented as a composition of ivy functions, making sure that:
               - [ ] ❌: `@to_ivy_arrays_and_back` has been added to the method.
               - [ ] ❌: A ToDo comment has been made prompting to remove the decorator and update the implementation as soon as the missing function has been added.
 8. - [ ] ❌: The function/method's test has been added (except in the alias case mentioned in <2>):
-       1. - [ ] ❌: All supported arguments are being generated in `handle_frontend_test`/`handle_frontend_method` and passed to `test_frontend_function`/`test_frontend_method`. 
+       1. - [ ] ❌: All supported arguments are being generated in `handle_frontend_test`/`handle_frontend_method` and passed to `test_frontend_function`/`test_frontend_method`.
        2. - [ ] ❌: The argument generation covers all possible supported values. Array sizes, dimensions, and axes adhere to the full supported set of the original function/method.
        3. - [ ] ❌: The `available_dtypes` parameter passed to the helper generating the function/method's input array is set to `helpers.get_dtypes("valid")`. If there are unsupported dtypes that cause the test to fail, they should be handled by adding `@with_supported_dtypes`/`@with_unsupported_dtype` to the function/method.
 9. - [ ] ❌: The PR is not introducing any test failures.