Fix typos, improve, update at main-page files and .github files

.github/ISSUE_TEMPLATE/bug-report.yml

@@ -1,5 +1,5 @@
 name: "\U0001F41B Bug Report"
-description: Report a bug on diffusers
+description: Report a bug on Diffusers
 labels: [ "bug" ]
 body:
   - type: markdown
@@ -10,7 +10,7 @@ body:
         Thus, issues are of the same importance as pull requests when contributing to this library ❤️.
         In order to make your issue as **useful for the community as possible**, let's try to stick to some simple guidelines:
         - 1. Please try to be as precise and concise as possible.
-             *Give your issue a fitting title. Assume that someone which very limited knowledge of diffusers can understand your issue. Add links to the source code, documentation other issues, pull requests etc...*
+             *Give your issue a fitting title. Assume that someone which very limited knowledge of Diffusers can understand your issue. Add links to the source code, documentation other issues, pull requests etc...*
         - 2. If your issue is about something not working, **always** provide a reproducible code snippet. The reader should be able to reproduce your issue by **only copy-pasting your code snippet into a Python shell**.
              *The community cannot solve your issue if it cannot reproduce it. If your bug is related to training, add your training script and make everything needed to train public. Otherwise, just add a simple Python code snippet.*
         - 3. Add the **minimum** amount of code / context that is needed to understand, reproduce your issue.
@@ -19,7 +19,7 @@ body:
   - type: markdown
     attributes:
       value: |
-        For more in-detail information on how to write good issues you can have a look [here](https://huggingface.co/course/chapter8/5?fw=pt)
+        For more in-detail information on how to write good issues you can have a look [here](https://huggingface.co/course/chapter8/5?fw=pt).
   - type: textarea
     id: bug-description
     attributes:
@@ -47,15 +47,15 @@ body:
     attributes:
       label: System Info
       description: Please share your system info with us. You can run the command `diffusers-cli env` and copy-paste its output below.
-      placeholder: diffusers version, platform, python version, ...
+      placeholder: Diffusers version, platform, Python version, ...
     validations:
       required: true
   - type: textarea
     id: who-can-help
     attributes:
       label: Who can help?
       description: |
-        Your issue will be replied to more quickly if you can figure out the right person to tag with @
+        Your issue will be replied to more quickly if you can figure out the right person to tag with @.
         If you know how to use git blame, that is the easiest way, otherwise, here is a rough guide of **who to tag**.
 
         All issues are read by one of the core maintainers, so if you don't know who to tag, just leave this blank and
@@ -66,7 +66,7 @@ body:
         Questions on DiffusionPipeline (Saving, Loading, From pretrained, ...):
 
         Questions on pipelines:
-        - Stable Diffusion @yiyixuxu @DN6 @patrickvonplaten @sayakpaul @patrickvonplaten
+        - Stable Diffusion @yiyixuxu @DN6 @sayakpaul @patrickvonplaten
         - Stable Diffusion XL @yiyixuxu @sayakpaul @DN6 @patrickvonplaten
         - Kandinsky @yiyixuxu @patrickvonplaten
         - ControlNet @sayakpaul @yiyixuxu @DN6 @patrickvonplaten

.github/ISSUE_TEMPLATE/config.yml

@@ -1,7 +1,4 @@
 contact_links:
-  - name: Blank issue
-    url: https://github.com/huggingface/diffusers/issues/new
-    about: Other
   - name: Forum
-    url: https://discuss.huggingface.co/
-    about: General usage questions and community discussions
+    url: https://discuss.huggingface.co/c/discussion-related-to-httpsgithubcomhuggingfacediffusers/63
+    about: General usage questions and community discussions

.github/ISSUE_TEMPLATE/feature_request.md

@@ -1,5 +1,5 @@
 ---
-name: "\U0001F680 Feature request"
+name: "\U0001F680 Feature Request"
 about: Suggest an idea for this project
 title: ''
 labels: ''
@@ -8,13 +8,13 @@ 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 [...]
+A clear and concise description of what the problem is. Ex. I'm always frustrated when [...].
 
-**Describe the solution you'd like**
+**Describe the solution you'd like.**
 A clear and concise description of what you want to happen.
 
-**Describe alternatives you've considered**
+**Describe alternatives you've considered.**
 A clear and concise description of any alternative solutions or features you've considered.
 
-**Additional context**
+**Additional context.**
 Add any other context or screenshots about the feature request here.

.github/ISSUE_TEMPLATE/new-model-addition.yml

@@ -1,5 +1,5 @@
-name: "\U0001F31F New model/pipeline/scheduler addition"
-description: Submit a proposal/request to implement a new diffusion model / pipeline / scheduler
+name: "\U0001F31F New Model/Pipeline/Scheduler Addition"
+description: Submit a proposal/request to implement a new diffusion model/pipeline/scheduler
 labels: [ "New model/pipeline/scheduler" ]
 
 body:
@@ -19,7 +19,7 @@ body:
       description: |
           Please note that if the model implementation isn't available or if the weights aren't open-source, we are less likely to implement it in `diffusers`.
       options:
-        - label: "The model implementation is available"
+        - label: "The model implementation is available."
         - label: "The model weights are available (Only relevant if addition is not a scheduler)."
 
   - type: textarea

.github/ISSUE_TEMPLATE/translate.md

@@ -0,0 +1,29 @@
+---
+name: 🌐 Translating a New Language?
+about: Start a new translation effort in your language
+title: '[<languageCode>] Translating docs to <languageName>'
+labels: WIP
+assignees: ''
+
+---
+
+<!--
+Note: Please search to see if an issue already exists for the language you are trying to translate.
+-->
+
+Hi!
+
+Let's bring the documentation to all the <languageName>-speaking community 🌐.
+
+Who would want to translate? Please follow the 🤗 [TRANSLATING guide](https://github.com/huggingface/diffusers/blob/main/docs/TRANSLATING.md). Here is a list of the files ready for translation. Let us know in this issue if you'd like to translate any, and we'll add your name to the list.
+
+Some notes:
+
+* Please translate using an informal tone (imagine you are talking with a friend about Diffusers 🤗).
+* Please translate in a gender-neutral way.
+* Add your translations to the folder called `<languageCode>` inside the [source folder](https://github.com/huggingface/diffusers/tree/main/docs/source).
+* Register your translation in `<languageCode>/_toctree.yml`; please follow the order of the [English version](https://github.com/huggingface/diffusers/blob/main/docs/source/en/_toctree.yml).
+* Once you're finished, open a pull request and tag this issue by including #issue-number in the description, where issue-number is the number of this issue. Please ping @stevhliu for review.
+* 🙋 If you'd like others to help you with the translation, you can also post in the 🤗 [forums](https://discuss.huggingface.co/c/discussion-related-to-httpsgithubcomhuggingfacediffusers/63).
+
+Thank you so much for your help! 🤗

.github/PULL_REQUEST_TEMPLATE.md

@@ -19,10 +19,10 @@ Fixes # (issue)
 - [ ] This PR fixes a typo or improves the docs (you can dismiss the other checks if that's the case).
 - [ ] Did you read the [contributor guideline](https://github.com/huggingface/diffusers/blob/main/CONTRIBUTING.md)?
 - [ ] Did you read our [philosophy doc](https://github.com/huggingface/diffusers/blob/main/PHILOSOPHY.md) (important for complex PRs)?
-- [ ] Was this discussed/approved via a Github issue or the [forum](https://discuss.huggingface.co/)? Please add a link to it if that's the case.
+- [ ] Was this discussed/approved via a GitHub issue or the [forum](https://discuss.huggingface.co/c/discussion-related-to-httpsgithubcomhuggingfacediffusers/63)? Please add a link to it if that's the case.
 - [ ] Did you make sure to update the documentation with your changes? Here are the
       [documentation guidelines](https://github.com/huggingface/diffusers/tree/main/docs), and
-      [here are tips on formatting docstrings](https://github.com/huggingface/transformers/tree/main/docs#writing-source-documentation).
+      [here are tips on formatting docstrings](https://github.com/huggingface/diffusers/tree/main/docs#writing-source-documentation).
 - [ ] Did you write any new necessary tests?
 
 
@@ -31,7 +31,7 @@ Fixes # (issue)
 Anyone in the community is free to review the PR once the tests have passed. Feel free to tag
 members/contributors who may be interested in your PR.
 
-<!-- Your PR will be replied to more quickly if you can figure out the right person to tag with @
+<!-- Your PR will be replied to more quickly if you can figure out the right person to tag with @.
 
  If you know how to use git blame, that is the easiest way, otherwise, here is a rough guide of **who to tag**.
  Please tag fewer than 3 people.

.github/actions/setup-miniconda/action.yml

@@ -4,7 +4,7 @@ description: Sets up miniconda in your ${RUNNER_TEMP} environment and gives you
 
 inputs:
   python-version:
-    description: If set to any value, dont use sudo to clean the workspace
+    description: If set to any value, don't use sudo to clean the workspace
     required: false
     type: string
     default: "3.9"

.gitignore

@@ -1,4 +1,4 @@
-# Initially taken from Github's Python gitignore file
+# Initially taken from GitHub's Python gitignore file
 
 # Byte-compiled / optimized / DLL files
 __pycache__/
@@ -34,7 +34,7 @@ wheels/
 MANIFEST
 
 # PyInstaller
-#  Usually these files are written by a python script from a template
+#  Usually these files are written by a Python script from a template
 #  before PyInstaller builds the exe, so as to inject date/other infos into it.
 *.manifest
 *.spec
@@ -153,7 +153,7 @@ debug.env
 # vim
 .*.swp
 
-#ctags
+# ctags
 tags
 
 # pre-commit
@@ -164,6 +164,7 @@ tags
 
 # DS_Store (MacOS)
 .DS_Store
+
 # RL pipelines may produce mp4 outputs
 *.mp4
 
@@ -173,4 +174,5 @@ tags
 # ruff
 .ruff_cache
 
-wandb
+# wandb
+wandb

CITATION.cff

@@ -31,10 +31,11 @@ keywords:
   - deep-learning
   - pytorch
   - image-generation
+  - hacktoberfest
   - diffusion
   - text2image
   - image2image
   - score-based-generative-modeling
   - stable-diffusion
+  - stable-diffusion-diffusers
 license: Apache-2.0
-version: 0.12.1

CODE_OF_CONDUCT.md

@@ -7,7 +7,7 @@ We as members, contributors, and leaders pledge to make participation in our
 community a harassment-free experience for everyone, regardless of age, body
 size, visible or invisible disability, ethnicity, sex characteristics, gender
 identity and expression, level of experience, education, socio-economic status,
-nationality, personal appearance, race, religion, or sexual identity
+nationality, personal appearance, race, caste, color, religion, or sexual identity
 and orientation.
 
 We pledge to act and interact in ways that contribute to an open, welcoming,
@@ -24,7 +24,7 @@ community include:
 * Accepting responsibility and apologizing to those affected by our mistakes,
   and learning from the experience
 * Focusing on what is best not just for us as individuals, but for the
-  overall diffusers community
+  overall Diffusers community
 
 Examples of unacceptable behavior include:
 
@@ -117,8 +117,8 @@ the community.
 ## Attribution
 
 This Code of Conduct is adapted from the [Contributor Covenant][homepage],
-version 2.0, available at
-https://www.contributor-covenant.org/version/2/0/code_of_conduct.html.
+version 2.1, available at
+https://www.contributor-covenant.org/version/2/1/code_of_conduct.html.
 
 Community Impact Guidelines were inspired by [Mozilla's code of conduct
 enforcement ladder](https://github.com/mozilla/diversity).