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### Description <!-- Describe your changes. --> 1. upgrade cutlass to 3.0 that containing attn_bias support. 2. extend Attention/MHA to use memory efficient attention when rel_pos_bias with [1, num_head, s, s*] and 1d mask with [2 * batch_size + 1] are present. new mask format introduction: MASK_1D_KEY_SEQ_LEN_START, [3 * batch_size + 2] with [key_len[0], ..., key_len[batch_size - 1], query_start[0], ..., query_start[batch_size - 1], query_end[batch_size - 1], key_start[0], ..., key_start[batch_size - 1], key_end[batch_size - 1]] e.g 2D mask with [[1, 1, 1, 0, 0, 0], [1, 1, 1, 1, 1, 0]] converts to this 1D mask is [3, 5, 0, 6, 12, 0, 6, 12] ### Motivation and Context <!-- - Why is this change required? What problem does it solve? - If it fixes an open issue, please link to the issue here. --> It potentially benefits tnlrv6 and t5(encoder) --------- Co-authored-by: Ubuntu <wy@v100-2.0cdb2e52twzevn1i4fi45bylyg.jx.internal.cloudapp.net> Co-authored-by: Kunal Vaishnavi <kvaishnavi@microsoft.com> Co-authored-by: Kunal Vaishnavi <kvaishnavi@microsoft.com@orttrainingdev7.d32nl1ml4oruzj4qz3bqlggovf.px.internal.cloudapp.net> |
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| .. | ||
| generated | ||
| cgmanifest.json | ||
| generate_cgmanifest.py | ||
| print_submodule_info.py | ||
| README.md | ||
CGManifest Files
This directory contains CGManifest (cgmanifest.json) files. See here for details.
cgmanifests/generated/cgmanifest.json
This file contains generated CGManifest entries.
It covers these dependencies:
- git submodules
- dependencies from the Dockerfile
tools/ci_build/github/linux/docker/Dockerfile.manylinux2014_cuda11 - the entries in ../cmake/deps.txt
If any of these dependencies change, this file should be updated. When updating, please regenerate instead of editing manually.
How to Generate
- Change to the repository root directory.
- Ensure the git submodules are checked out and up to date. For example, with:
$ git submodule update --init --recursive - Run the generator script:
$ python cgmanifests/generate_cgmanifest.py --username <xxx> --token <your_access_token>
Please supply your github username and access token to the script. If you don't have a token, you can generate one at https://github.com/settings/tokens. This is for authenticating with Github REST API so that you would not hit the rate limit.
cgmanifests/cgmanifest.json
This file contains non-generated CGManifest entries. Please edit directly as needed.