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transposing the fixes from
https://github.com/huggingface/transformers/pull/25787

# What does this PR do?

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# What does this PR do?
During the safetensor conversion, duplicate weights are removed.
However, which of the duplicates gets removed, differs per checkpoint.
In some, like `h2oai/h2ogpt-oig-oasst1-falcon-40b`, the weight
`transformer.word_embeddings.weightSafetensor` gets removed. In others,
`lm_head.weight` gets removed. Long story long, we need to support both.

Originally, f0181436 mapped `lm_head` to `word_embeddings`. Then ac736fd8
switched this around. This commit merges them and allows for both.

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## Who can review?

@Narsil, you wrote both commits I referenced in this PR. I think you'll
understand this change :)

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---------
Co-authored-by: Vincent Brouwers <vincent.brouwers@ing.com>

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cc @osanseviero

---------
Co-authored-by: Omar Sanseviero <osanseviero@gmail.com>

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Co-authored-by: Lucain <lucainp@gmail.com>
Co-authored-by: Merve Noyan <merveenoyan@gmail.com>

Co-Authored-By: Victor Sanh <victorsanh@gmail.com>


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Co-authored-by: Victor Sanh <victorsanh@gmail.com>

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# What does this PR do?

- New "falcon" layout on this repo
- No alibi
- `transformers` already modifying cache layout in our stead (same
  modifications).
- Output is garbage. Not sure why.

Does not fix #826 but it's a step.

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List of changes

- No need to specify `model` in `text_generation` if it's already
specified in `InferenceClient`
- I separated the explanation of `stream=True` and `details=True`
- I found the details explanation a bit repetitive (it says two times
what it returns), so removed a sentence
- Add mention of async client

# What does this PR do?

Fixes #843 
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@Narsil

---------
Co-authored-by: Nicolas Patry <patry.nicolas@protonmail.com>

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One-line addition to the README to show how to run the service on a
machine without GPUs or CUDA support (e.g., for local prototyping)

---------
Co-authored-by: Nicolas Patry <patry.nicolas@protonmail.com>

# What does this PR do?

A few tokenizer_config in huggingface use LlamaTokenizer, so I think I
would have selected `LlamaTokenizer` before.

For a few cases where you're using a llama structure but not a llama
tokenizer, why not make it to call the AutoTokenizer in exception
handling.

In the case of `decapoda-research/llama-7b-hf`, LLamaTokenizer is still
being used in config.json, so it should be called through`
LlamaTokenizer`.
Also, if an exception is thrown by LlamaTokenizer, it will cause
`LlamaTokenzierFast` to be called from AutoTokenizer.


Fixes # 560


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Fixes #816

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![Screenshot from 2023-08-10
14-20-25](https://github.com/huggingface/text-generation-inference/assets/7246357/e16d0d41-be63-4d06-8093-30540df91419

)

---------
Co-authored-by: Merve Noyan <merveenoyan@gmail.com>

# What does this PR do?

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Co-authored-by: Lucain <lucainp@gmail.com>
Co-authored-by: Omar Sanseviero <osanseviero@gmail.com>

# What does this PR do?

Fixes #531

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cc @osanseviero

Build docs only when change happens in `docs/source`

See for example
https://github.com/huggingface/api-inference/blob/main/.github/workflows/build_documentation.yml#L3-L8

Added docs for CLI 

# What does this PR do?

This is purely code style - not anything important.
Instead of writing `req.0` all over we can use
[descructuring](https://doc.rust-lang.org/rust-by-example/flow_control/match/destructuring/destructure_structures.html)
to access the contained value that we actually want.

(Destructuring in function parameters
[here](https://doc.rust-lang.org/reference/items/functions.html#function-parameters))

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I added ToC for docs v1 & started setting up for doc-builder. cc @Narsil
@osanseviero

---------
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
Co-authored-by: osanseviero <osanseviero@gmail.com>
Co-authored-by: Mishig <mishig.davaadorj@coloradocollege.edu>

# What does this PR do?

Reflecting
https://github.com/huggingface/transformers/pull/24998

Current status wants to make sure integration tests *are* broken with
this.


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# What does this PR do?

Fixes #787
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Fixes #784 

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# What does this PR do?

Typo

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# What does this PR do?


See #626 
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---------
Co-authored-by: krzim <zimmerk4@live.com>