Several fixes for our read-the-docs build (deepspeedai#1579)

Fix 1bit extra issue (deepspeedai#1542)

Prevent creation of local temp directory (deepspeedai#1494)

Co-authored-by: Olatunji Ruwase <olruwase@microsoft.com>
Co-authored-by: Jeff Rasley <jerasley@microsoft.com>

Fix the workspace allocation for the transformer kernel (deepspeedai#…

…1397)

* fix the workspace allocation for the transformer kernel

* change layer-id type & rm one unit test due to OOM

[zero_to_fp32] adapt to 4-bytes alignment in z2 (deepspeedai#1372)

Co-authored-by: Olatunji Ruwase <olruwase@microsoft.com>

Update setup.py (deepspeedai#1361)

updated classifiers

Reducing the memory-overhead of creating model for multi-GPU run (dee…

…pspeedai#1244)

Co-authored-by: Jeff Rasley <jerasley@microsoft.com>

DeepSpeed MoE (deepspeedai#1310)

Co-authored-by: Alex Muzio <Alex.Muzio@microsoft.com>
Co-authored-by: Ammar Ahmad Awan <ammar.awan@microsoft.com>
Co-authored-by: Conglong Li <conglong.li@gmail.com>
Co-authored-by: Felipe Cruz Salinas <Andres.Cruz@microsoft.com>
Co-authored-by: Jeff Rasley <jerasley@microsoft.com>
Co-authored-by: Reza Yazdani <reyazda@microsoft.com>
Co-authored-by: Samyam Rajbhandari <samyamr@microsoft.com>
Co-authored-by: Shaden Smith <shaden.smith@microsoft.com>
Co-authored-by: Young Jin Kim <youki@microsoft.com>
Co-authored-by: bapatra <bapatra@microsoft.com>
Co-authored-by: Samyam Rajbhandari <samyamr@microsoft.com>
Co-authored-by: Shaden Smith <shaden.smith@microsoft.com>
Co-authored-by: Young Jin Kim <youki@microsoft.com>

Use correct input size for splits (deepspeedai#1284)

* Use correct input size for splits

* Use smarter partitioning

[Doc] round_robin_gradients (deepspeedai#1261)

* Fix docstring

* Make screenshots clickable for easier viewing

* Navigation menu in alphabetical order; More clicable screenshots

* Rename 1Cycle doc

* Tweak naming

* Remove no longer used flag

* ZeRO3 Offload release

* Single GPU results

* Rearrange figures

* Single GPU text

* tweak intro

* zero3-offload section

* Add asynchronous i/o docs

* Fix print_per_steps doc

* Document round_robin_gradients

* Tweak description

* Trigger CI