Add upgrade strategy installation instruction in doc (huggingface#1228)

* add upgrade strategy

* fix type

* add furiosa

Author: echarlaix

README.md

@@ -16,21 +16,24 @@ If you'd like to use the accelerator-specific features of 🤗 Optimum, you can
 
 | Accelerator                                                                                                            | Installation                                      |
 |:-----------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------|
-| [ONNX Runtime](https://onnxruntime.ai/docs/)                                                                           | `python -m pip install optimum[onnxruntime]`      |
-| [Intel Neural Compressor](https://www.intel.com/content/www/us/en/developer/tools/oneapi/neural-compressor.html)       | `python -m pip install optimum[neural-compressor]`|
-| [OpenVINO](https://docs.openvino.ai/latest/index.html)                                                                 | `python -m pip install optimum[openvino,nncf]`    |
-| [Habana Gaudi Processor (HPU)](https://habana.ai/training/)                                                            | `python -m pip install optimum[habana]`           |
+| [ONNX Runtime](https://onnxruntime.ai/docs/)                                                                           | `pip install --upgrade-strategy eager optimum[onnxruntime]`       |
+| [Intel Neural Compressor](https://www.intel.com/content/www/us/en/developer/tools/oneapi/neural-compressor.html)       | `pip install --upgrade-strategy eager optimum[neural-compressor]`|
+| [OpenVINO](https://docs.openvino.ai/latest/index.html)                                                                 | `pip install --upgrade-strategy eager optimum[openvino,nncf]`    |
+| [Habana Gaudi Processor (HPU)](https://habana.ai/training/)                                                            | `pip install --upgrade-strategy eager optimum[habana]`           |
+| [FuriosaAI](https://www.furiosa.ai/)                                                                                   | `pip install --upgrade-strategy eager optimum[furiosa]`          |
+
++The `--upgrade-strategy eager` option is needed to ensure the different packages are upgraded to the latest possible version.
 
 To install from source:
 
 ```bash
 python -m pip install git+https://github.com/huggingface/optimum.git
 ```
 
-For the accelerator-specific features, append `#egg=optimum[accelerator_type]` to the above command:
+For the accelerator-specific features, append `optimum[accelerator_type]` to the above command:
 
 ```bash
-python -m pip install git+https://github.com/huggingface/optimum.git#egg=optimum[onnxruntime]
+python -m pip install optimum[onnxruntime]@git+https://github.com/huggingface/optimum.git
 ```
 
 ## Accelerated Inference
@@ -59,7 +62,7 @@ The [export](https://huggingface.co/docs/optimum/exporters/overview) and optimiz
 
 ### OpenVINO
 
-This requires to install the OpenVINO extra by doing `pip install optimum[openvino,nncf]`
+This requires to install the OpenVINO extra by doing `pip install --upgrade-strategy eager optimum[openvino,nncf]`
 
 To load a model and run inference with OpenVINO Runtime, you can just replace your `AutoModelForXxx` class with the corresponding `OVModelForXxx` class. To load a PyTorch checkpoint and convert it to the OpenVINO format on-the-fly, you can set `export=True` when loading your model.
 
@@ -82,7 +85,7 @@ You can find more examples in the [documentation](https://huggingface.co/docs/op
 
 ### Neural Compressor
 
-This requires to install the Neural Compressor extra by doing `pip install optimum[neural-compressor]`
+This requires to install the Neural Compressor extra by doing `pip install --upgrade-strategy eager optimum[neural-compressor]`
 
 Dynamic quantization can be applied on your model:
 
@@ -167,7 +170,7 @@ We support many providers:
 
 ### Habana
 
-This requires to install the Habana extra by doing `pip install optimum[habana]`
+This requires to install the Habana extra by doing `pip install --upgrade-strategy eager optimum[habana]`
 
 ```diff
 - from transformers import Trainer, TrainingArguments

docs/source/installation.mdx

@@ -22,20 +22,22 @@ If you'd like to use the accelerator-specific features of 🤗 Optimum, you can
 
 | Accelerator                                                                                                            | Installation                                      |
 |:-----------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------|
-| [ONNX runtime](https://onnxruntime.ai/docs/)                                                                           | `python -m pip install optimum[onnxruntime]`      |
-| [Intel Neural Compressor (INC)](https://www.intel.com/content/www/us/en/developer/tools/oneapi/neural-compressor.html) | `python -m pip install optimum[neural-compressor]`|
-| [Intel OpenVINO](https://docs.openvino.ai/latest/index.html)                                                           | `python -m pip install optimum[openvino,nncf]`    |
-| [Habana Gaudi Processor (HPU)](https://habana.ai/training/)                                                            | `python -m pip install optimum[habana]`           |
+| [ONNX runtime](https://onnxruntime.ai/docs/)                                                                           | `pip install --upgrade-strategy eager install optimum[onnxruntime]`|
+| [Intel Neural Compressor (INC)](https://www.intel.com/content/www/us/en/developer/tools/oneapi/neural-compressor.html) | `pip install --upgrade-strategy eager optimum[neural-compressor]`  |
+| [Intel OpenVINO](https://docs.openvino.ai/latest/index.html)                                                           | `pip install --upgrade-strategy eager optimum[openvino,nncf]`      |
+| [Habana Gaudi Processor (HPU)](https://habana.ai/training/)                                                            | `pip install --upgrade-strategy eager optimum[habana]`             |
+| [FuriosaAI](https://www.furiosa.ai/)                                                                                   | `pip install --upgrade-strategy eager optimum[furiosa]`            |
 
+The `--upgrade-strategy eager` option is needed to ensure the different packages are upgraded to the latest possible version.
 
 If you'd like to play with the examples or need the bleeding edge of the code and can't wait for a new release, you can install the base library from source as follows:
 
 ```bash
 python -m pip install git+https://github.com/huggingface/optimum.git
 ```
 
-For the accelerator-specific features, you can install them by appending `#egg=optimum[accelerator_type]` to the `pip` command, e.g.
+For the accelerator-specific features, you can install them by appending `optimum[accelerator_type]` to the `pip` command, e.g.
 
 ```bash
-python -m pip install git+https://github.com/huggingface/optimum.git#egg=optimum[onnxruntime]
+python -m pip install optimum[onnxruntime]@git+https://github.com/huggingface/optimum.git
 ```