Add activation functions in jax.nn module

.devcontainer/build/devcontainer.json

@@ -0,0 +1,43 @@
+// For format details, see https://aka.ms/devcontainer.json. For config options, see the README at:
+// https://github.com/microsoft/vscode-dev-containers/tree/v0.236.0/containers/docker-existing-dockerfile
+{
+	"name": "Ivy Development Environment (build)",
+
+	"build": {
+		"dockerfile": "../../docker/Dockerfile",
+		"context": "../.."
+	},
+
+	"customizations": {
+		"vscode": {
+			"extensions": [
+				"ms-python.python"
+			]
+		}
+	},
+
+	"postCreateCommand": "bash .devcontainer/post_create_commands.sh"
+
+	// Use 'forwardPorts' to make a list of ports inside the container available locally.
+	// "forwardPorts": [],
+
+	// Uncomment the next line to run commands after the container is created - for example installing curl.
+
+	// 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"
+
+	// Uncomment to allow connection to JetBrians Gateway
+	// "features": {
+	//	 "ghcr.io/devcontainers/features/sshd:1": {
+	//		 "version": "latest"
+	// 	 }
+	// }
+
+}
+

.devcontainer/build_gpu/devcontainer.json

@@ -0,0 +1,34 @@
+{
+	"name": "Ivy GPU Development Environment (build)",
+
+	"build": {
+		"dockerfile": "../../docker/DockerfileGPU",
+		"context": "../.."
+	},
+
+	"runArgs": ["--gpus","all"],
+
+	"customizations": {
+		"vscode": {
+			"extensions": [
+				"ms-python.python"
+			]
+		}
+	},
+
+	"postCreateCommand": "bash .devcontainer/post_create_commands.sh"
+
+	// Use 'forwardPorts' to make a list of ports inside the container available locally.
+	// "forwardPorts": [],
+
+	// Uncomment the next line to run commands after the container is created - for example installing curl.
+
+	// 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"
+}

.devcontainer/image/devcontainer.json

@@ -0,0 +1,26 @@
+{
+	"name": "Ivy Development Environment (image)",
+
+	"image": "unifyai/ivy:latest",
+	"customizations": {
+		"vscode": {
+			"extensions": [
+				"ms-python.python"
+			]
+		}
+	},
+
+	"postCreateCommand": "bash .devcontainer/post_create_commands.sh"
+
+	// 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"
+}

.devcontainer/image_gpu/devcontainer.json

@@ -0,0 +1,29 @@
+{
+	"name": "Ivy GPU Development Environment (image)",
+
+	"image": "unifyai/ivy:latest-gpu",
+	"customizations": {
+		"vscode": {
+			"extensions": [
+				"ms-python.vscode-pylance"
+			]
+		}
+	},
+
+	"runArgs": ["--gpus","all"],
+
+	"postCreateCommand": "bash .devcontainer/post_create_commands.sh"
+
+	// 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"
+
+}

.devcontainer/post_create_commands.sh

@@ -0,0 +1,11 @@
+#!/bin/bash
+
+git submodule update --init --recursive
+
+python3 -m pip install --user -e .
+
+python3 -m pip install pre-commit
+
+git config --global --add safe.directory /workspaces/ivy
+
+( cd /workspaces/ivy/ && pre-commit install)

.github/CODEOWNERS

@@ -0,0 +1,9 @@
+# Ivy Framework
+ivy/func_wrapper.py @VedPatwardhan
+**/gradients.py @VedPatwardhan
+ivy/utils/backend @VedPatwardhan @CatB1t
+ivy/utils/backend/ast_helpers.py @CatB1t
+
+
+# Ivy Testing
+ivy_tests/test_ivy/helpers/ @CatB1t

.github/ISSUE_TEMPLATE/bug_report.yml

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+name: 🐛 Bug Report
+description: File a bug report.
+title: "[Bug]: <TITLE>"
+labels: "Bug Report"
+body:
+  - type: textarea
+    id: explanation
+    attributes:
+      label: Bug Explanation
+      description: What is the bug, and what did you expect to happen?
+      placeholder: e.g. The TensorFlow frontend __add__ function is subtracting.
+    validations:
+      required: true
+  - type: textarea
+    id: reproduction
+    attributes:
+      label: Steps to Reproduce Bug
+      placeholder: "e.g. Run the following code:"
+    validations:
+      required: true
+  - type: textarea
+    id: environment
+    attributes:
+      label: Environment
+      description: What environment did you encounter the bug in?
+      placeholder: e.g. Windows 11 using PyCharm CE & Docker.
+    validations:
+      required: true
+  - type: input
+    id: ivy_version
+    attributes:
+      label: Ivy Version
+      description: Which version of Ivy are you using?
+      placeholder: ex. v1.1.9
+    validations:
+      required: true
+  - type: checkboxes
+    id: backend
+    attributes:
+      label: Backend
+      description: Is this bug backend specific (leave empty if not)?
+      options:
+        - label: NumPy
+        - label: TensorFlow
+        - label: PyTorch
+        - label: JAX
+  - type: input
+    id: device
+    attributes:
+      label: Device
+      description: What device did you encounter the bug on? Which GPU/CPU/TPU?
+      placeholder: "GPU: NVIDIA GeForce RTX 3090"

.github/ISSUE_TEMPLATE/config.yml

@@ -0,0 +1,4 @@
+contact_links:
+  - name: 🤷🏻‍♀️ Questions
+    url: https://discord.gg/2zR6KhCBCJ
+    about: Interact with the Ivy community here by asking for help, discussing and more!

.github/ISSUE_TEMPLATE/feature_request.md

@@ -0,0 +1,20 @@
+---
+name: 🚀 Feature request
+about: Suggest an idea for this project.
+title: '[Feature Request]: <FEATURE_NAME>'
+labels: Feature Request
+assignees: ''
+
+---
+
+**Is your feature request related to a problem? Please describe.**
+A clear and concise description of what the problem is. Ex. I'm always frustrated when [...]
+
+**Describe the solution you'd like**
+A clear and concise description of what you want to happen.
+
+**Describe alternatives you've considered**
+A clear and concise description of any alternative solutions or features you've considered.
+
+**Additional context**
+Add any other context or screenshots about the feature request here.

.github/ISSUE_TEMPLATE/missing_function.md

@@ -0,0 +1,19 @@
+---
+name: 🔍 Missing Function Suggestion
+about: Request the implementation of a function in the Ivy functional API.
+title: "ivy.<FUNC_NAME>"
+labels: Ivy API, Ivy API Experimental, Next Release, Suggestion
+assignees: ''
+
+---
+
+<!-- Information below is optional. -->
+
+**Why should this be implemented?**
+Because 3+ of the native frameworks have it, and it's a complex function.
+
+**Links to native framework implementations**
+- [Jax](<FUNC_URL_DOCS>)
+- [PyTorch](<FUNC_URL_DOCS>)
+- [TensorFlow](<FUNC_URL_DOCS>)
+- [NumPy](<FUNC_URL_DOCS>)

.github/ISSUE_TEMPLATE/sub-task.md

@@ -0,0 +1,8 @@
+---
+name: 🍰 Sub-Task
+about: Reserve a sub-task from a ToDo list issue
+title: "<Function_Name>"
+labels: Sub Task
+assignees: ''
+
+---

.github/workflows/checklist_actions.yml

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+name: Comment-to-Checklist
+
+on:
+  issue_comment:
+    types: [created]
+jobs:
+  pr_commented:
+    name: PR comment
+    if: ${{ github.event.issue.pull_request && startsWith(github.event.comment.body, 'add_reformatting_checklist_') }}
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v2
+        with:
+          path: ivy
+          persist-credentials: false
+
+      - name: Get Category Substring
+        uses: bhowell2/[email protected]
+        id: category
+        with:
+          value: ${{ github.event.comment.body }}
+          index_of_str: "add_reformatting_checklist_"
+
+      - name: Render template
+        id: template
+        uses: chuhlomin/[email protected]
+        with:
+          template: ivy/automation_tools/checklists/reformat_checklist.md
+          vars: |
+            category_name: ${{ steps.category.outputs.substring }}
+
+      - name: Update Comment
+        uses: peter-evans/[email protected]
+        with:
+          token: ${{ secrets.GITHUB_TOKEN }}
+          issue-number: ${{ github.event.issue.number }}
+          comment-id: ${{ github.event.comment.id }}
+          body: ${{ steps.template.outputs.result }}
+          edit-mode: replace