[DATALAD RUNCMD] run codespell throughout

=== Do not change lines below ===
{
 "chain": [],
 "cmd": "codespell -w",
 "exit": 0,
 "extra_inputs": [],
 "inputs": [],
 "outputs": [],
 "pwd": "."
}
^^^ Do not change lines above ^^^

CONTRIBUTING.md

@@ -9,7 +9,7 @@ Please note we have a code of conduct, please follow it in all your interactions
 
 1. Ensure any install or build dependencies are removed before the end of the layer when doing a build.
 2. Make sure Pull Request is tagged with appropriate project identifiers and has a clear description of contribution.
-3. Any new or updated code must have documentation and preferrably tests included with Pull Request.
+3. Any new or updated code must have documentation and preferably tests included with Pull Request.
 4. Significant feature or code changes should provide a short video or screenshot demo.
 4. Fill out relevant parts of Pull Request template. 
 4. Pull requests must have sign-off from one other developer. Reach out to a repository owner once your

gpt4all-bindings/python/gpt4all/gpt4all.py

@@ -181,7 +181,7 @@ def chat_completion(self,
                 with value of "system", "assistant", or "user" and a "content" key with a
                 string value. Messages are organized such that "system" messages are at top of prompt,
                 and "user" and "assistant" messages are displayed in order. Assistant messages get formatted as
-                "Reponse: {content}". 
+                "Response: {content}". 
             default_prompt_header: If True (default), add default prompt header after any system role messages and
                 before user/assistant role messages.
             default_prompt_footer: If True (default), add default footer at end of prompt.

gpt4all-bindings/python/tests/test_pyllmodel.py

@@ -4,7 +4,7 @@
 from gpt4all import pyllmodel
 
 # TODO: Integration test for loadmodel and prompt. 
-# # Right now, too slow b/c it requries file download.
+# # Right now, too slow b/c it requires file download.
 
 def test_create_gptj():
     gptj = pyllmodel.GPTJModel()

gpt4all-training/train.py

@@ -91,7 +91,7 @@ def train(accelerator, config):
     total_num_steps += int(total_num_steps * lr_ratio) + config["warmup_steps"]
     accelerator.print(f"Total training steps: {total_num_steps}")
 
-    # Creates Dummy Scheduler if `scheduler` was spcified in the config file else creates `args.lr_scheduler_type` Scheduler
+    # Creates Dummy Scheduler if `scheduler` was specified in the config file else creates `args.lr_scheduler_type` Scheduler
     if (
         accelerator.state.deepspeed_plugin is None
         or "scheduler" not in accelerator.state.deepspeed_plugin.deepspeed_config