GitLab

Update dependencies and Dockerfile:
* upgrade nccl-tests and rccl-tests to current latest version to match
  NCCL/RCCL versions
* unify image tag names on DockerHub
* remove verbose output in Dockerfile and minor fix some flags

Support SKU auto detect and using corresponding benchmark config if running on Azure VM.

Fix several issues in ib loopback benchmark:
* use `--report_gbits` and divide by 8 to get GB/s, previous results are
  MiB/s / 1000
* use the ib_write_bw binary built in third_party instead of system path
* update the metrics name so that different hca indices have same metric

Refine error message when GPU is not detected.

Possible solutions if hardware exists and drivers are already installed:
* nvidia gpus:
  ```sh
  /sbin/modprobe nvidia-uvm
  D=`grep nvidia-uvm /proc/devices | awk '{print $1}'`
  mknod -m 666 /dev/nvidia-uvm c $D 0
  ```

* amd gpus
  ```sh
  modprobe amdgpu
  ```

Fix incorrect ulimit nofile config in Dockerfile.

Instead of bash, sh is used by default where `echo` does not accept any parameters and `-e` is written into /etc/security/limits.conf.

**Description**

Support multiple IB/GPU devices run simultaneously in ib validation benchmark.

**Major Revisions**
- Revise ib_validation_performance.cc so that multiple processes per node could be used to launch multiple perftest commands simultaneously. For each node pair in the config, number of processes per node will run in parallel.
- Revise ib_validation_performance.py to correct file paths and adjust parameters to specify different NICs/GPUs/NUMA nodes.
- Fix env issues in Dockerfile for end-to-end test.
- Update ib-traffic configuration examples in config files.
- Update unit tests and docs accordingly.

Closes #326.

Fix sudo issue when running without Docker, user account could be
arbitrary in such case.

**Description**

Update ROCm Dockerfile.

**Major Revisions**
- Add dockerfile for ROCm 5.1.3
- Merge 5.1.x and 5.0.x dockerfile
- Remove 4.2 and 4.0 legacy
- Update build pipeline accordingly

**Description**

Fix cmake and build issues.

**Major Revision**

* Remove unnecessary boost build
* Remove user-agent for mlc
* Remove -j for third party to build each project in sequence
* Fix ansible collections installation path

**Description**

Support `sb run` on host directly without Docker

**Major Revisions**
- Add `--no-docker` argument for `sb run`.
- Run on host directly if `--no-docker` if specified.
- Update docs and tests correspondingly.

Bumps [eventsource](https://github.com/EventSource/eventsource) from 1.1.0 to 1.1.1.
- [Release notes](https://github.com/EventSource/eventsource/releases)
- [Changelog](https://github.com/EventSource/eventsource/blob/master/HISTORY.md)
- [Commits](https://github.com/EventSource/eventsource/compare/v1.1.0...v1.1.1

)

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Bumps [cross-fetch](https://github.com/lquixada/cross-fetch) from 3.1.4 to 3.1.5.
- [Release notes](https://github.com/lquixada/cross-fetch/releases)
- [Commits](https://github.com/lquixada/cross-fetch/compare/v3.1.4...v3.1.5

)

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Bumps [async](https://github.com/caolan/async) from 2.6.3 to 2.6.4.
- [Release notes](https://github.com/caolan/async/releases)
- [Changelog](https://github.com/caolan/async/blob/v2.6.4/CHANGELOG.md)
- [Commits](https://github.com/caolan/async/compare/v2.6.3...v2.6.4

)

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**Description**
Fix bugs in data diagnosis.

**Major Revision**
- add support to get baseline of the metric which uses custom benchmark naming with ':' like 'nccl-bw:default/allreduce_8_bw:0'
- save raw data of all metrics rather than metrics defined in diagnosis_rules.yaml when output_all is True
- fix bug of using wrong column index when applying format(red color and percentile) in the excel

**Description**
Add support to run sb command inside docker image - install missing dependency.

**Description**
Update rccl version and fix issue in rocm5.1.1 dockerfile.

**Description**
Add dockerfile for rocm5.1.1.

**Description**

Cherry-pick  bug fixes from v0.5.0 to main.

**Major Revisions**

* Bug - Force to fix ort version as '1.10.0' (#343)
* Bug - Support no matching rules and unify the output name in result_summary (#345)
* Analyzer - Support regex in annotations of benchmark naming for metrics in rules (#344)
* Bug - Fix bugs in sync results on root rank for e2e model benchmarks (#342)
* Bug - Fix bug of duration feature for model benchmarks in distributed mode (#347)
* Docs - Upgrade version and release note (#348)
Co-authored-by: Yuting Jiang <v-yutjiang@microsoft.com>

**Description**
Update links of referencing other docs using relative file paths with extensions.

**Description**
Fixes relative link in documentation: point to `../cli.md`.

**Description**
Integrate FAMBench into superbench based on docker implementation:
https://github.com/facebookresearch/FAMBench

The script to run all benchmarks is:
https://github.com/facebookresearch/FAMBench/blob/main/benchmarks/run_all.sh

**Description**
Integrate output all nodes diagnosis results.

**Description**
Output results of all nodes in data diagnosis.

**Description**
Add usage for result summary.

**Description**
Integrage result summary and update output format of data diagnosis.

**Major Revision**
- integrage result summary 
- add md and html format for data diagnosis

**Description**
Use config `log_raw_data` to control whether log the raw data into file or not. The default value is `no`. We can set it as `yes` for some particular benchmarks to save the raw data into file, such as NCCL/RCCL test.

Bumps [minimist](https://github.com/substack/minimist) from 1.2.5 to 1.2.6.
- [Release notes](https://github.com/substack/minimist/releases)
- [Commits](https://github.com/substack/minimist/compare/1.2.5...1.2.6

)

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**Description**
Add result summary in excel,md,html format.

**Major Revision**
- Add ResultSummary class to support result summary in excel,md,html format.
- Abstract RuleBase class for common-used functions in DataDiagnosis and ResultSummary.

**Description**
Remove fp16 samples type converting time for training cnn and lstm inference.

Add inference config for preview SKUs, including:
* [NC96ads_A100_v4](https://docs.microsoft.com/en-us/azure/virtual-machines/nc-a100-v4-series)
* [NV18ads_A10_v5](https://docs.microsoft.com/en-us/azure/virtual-machines/nva10v5-series)

**Description**
Remove fp16  samples type converting time for cnn and lstm models.

**Description**
Modifications adding GPU-Burn to SuperBench.
- added third party submodule
- modified Makefile to make gpu-burn binary
- added/modified microbenchmarks to add gpu-burn python scripts
- modified default and azure_ndv4 configs to add gpu-burn

**Description**
fix the bug in result writing to files for mpi mode.

**Description**
Add md and html output format for DataDiagnosis.

**Major Revision**
- add md and html support in file_handler
- add interface in DataDiagnosis for md and HTML output

**Minor Revision**
- move excel and json output interface into DataDiagnosis

Fix env file path to absolute path in `docker exec`, in case there're mixed ssh and local connections or different users are used.

**Description**
Abstract RuleBase from DataDiagnosis.

Bumps [url-parse](https://github.com/unshiftio/url-parse) from 1.5.8 to 1.5.10.
- [Release notes](https://github.com/unshiftio/url-parse/releases)
- [Commits](https://github.com/unshiftio/url-parse/compare/1.5.8...1.5.10

)

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**Description**
The BatchNorm operator is not numerically stable in fp16.  PyTorch documentation recommends to keep the BN op in fp32 for fp16 AMP models.  Refer to https://pytorch.org/docs/stable/amp.html#ops-that-can-autocast-to-float32.  Preserving BN in fp32 for superbench more accurately reflects real workloads.

**Description**
Add dockerfile for rocm5.0.1.

Bumps [prismjs](https://github.com/PrismJS/prism) from 1.23.0 to 1.27.0.
- [Release notes](https://github.com/PrismJS/prism/releases)
- [Changelog](https://github.com/PrismJS/prism/blob/master/CHANGELOG.md)
- [Commits](https://github.com/PrismJS/prism/compare/v1.23.0...v1.27.0

)

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