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Doc container usage and workaround for nvidia errors

Updated sample code as per warning notification from the package maintainers

Add GPU usage

Detect noexec and report a better error

This records more GPU usage information for eventual UX inclusion.

* Add preflight OPTIONS handling and update CORS config

- Implement early return with HTTP 204 (No Content) for OPTIONS requests in allowedHostsMiddleware to optimize preflight handling.

- Extend CORS configuration to explicitly allow 'Authorization' headers and 'OPTIONS' method when OLLAMA_ORIGINS environment variable is set.

* allow auth, content-type, and user-agent headers

* Update routes.go

routes: fix show llava models

types/model: fix tag case

skip if same quantization

This will bubble up a much more informative error message if noexec
is preventing us from running the subprocess

fixing pip code.

* api: fill up API documentation

Followup for #2878

Now that the documentation is more complete, mention it in the README.

Updates #2840

* fix typo/lint

* Update README.md
Co-authored-by: Jeffrey Morgan <jmorganca@gmail.com>

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Co-authored-by: Jeffrey Morgan <jmorganca@gmail.com>

Some terminals may send line feed characters when pasting text with
newlines.

update list handler to use model.Name

quantize any fp16/fp32 model

- add test for number formatting
- fix bug where 1B and 1M were not stored correctly
- display 2 decimal points for million param sizes
- display 1 decimal point for billion param sizes

types/model: fix parser for empty values

fly example

Revert "fix golangci workflow not enable gofmt and goimports"

This reverts commit 04f971c8.

* add details on kubernetes deployment and separate the testing process

* Update examples/kubernetes/README.md

thanks for suggesting this change, I agree with you and let's make this project better together !
Co-authored-by: JonZeolla <Zeolla@gmail.com>

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Co-authored-by: QIN Mélony <MQN1@dsone.3ds.com>
Co-authored-by: JonZeolla <Zeolla@gmail.com>

* Update README.md

Add Ollama for R - ollama-r library

* Update README.md

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Co-authored-by: Jeffrey Morgan <jmorganca@gmail.com>

llm: add minimum based on layer size