-
Notifications
You must be signed in to change notification settings - Fork 295
177 lines (168 loc) · 9.97 KB
/
UnitTests.yml
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
# Copyright 2023 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# https://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# This workflow will install Python dependencies, run tests and lint with a variety of Python versions
# For more information see: https://docs.github.com/en/actions/automating-builds-and-tests/building-and-testing-python
name: Unit Test
on:
pull_request:
push:
branches: [ "main" ]
workflow_dispatch:
schedule:
# Run the job every 2 hours
- cron: '0 */2 * * *'
jobs:
build_and_upload_image:
strategy:
fail-fast: false
matrix:
device:
- type: tpu
name: v4-8
mode: stable
- type: gpu
name: a100-40gb-4
mode: pinned
name: Build and upload image (${{ matrix.device.name }})
runs-on: ["self-hosted", "${{ matrix.device.type }}", "${{ matrix.device.name }}"]
steps:
- uses: actions/checkout@v4
- name: Cleanup old docker images
run: docker system prune --all --force
- name: Build an image
run: |
bash docker_build_dependency_image.sh MODE=${{ matrix.device.mode }} DEVICE=${{ matrix.device.type }}
- name: Tag the image
run: |
docker tag maxtext_base_image gcr.io/tpu-prod-env-multipod/maxtext_${{ github.run_id }}:${{ matrix.device.type }}
- name: Upload the image
run: |
docker push gcr.io/tpu-prod-env-multipod/maxtext_${{ github.run_id }}:${{ matrix.device.type }}
common:
needs: build_and_upload_image
strategy:
fail-fast: False
matrix:
device:
- type: tpu
name: v4-8
attention: autoselected
pytest_marker: ''
container_env:
XLA_PYTHON_CLIENT_MEM_FRACTION: 0.75
TF_FORCE_GPU_ALLOW_GROWTH: false
container_resource_option: "--privileged"
- type: gpu
name: a100-40gb-4
image_suffix: gpu_jax_pinned
attention: dot_product
pytest_marker: -m 'not tpu'
container_env:
XLA_PYTHON_CLIENT_MEM_FRACTION: 0.65
TF_FORCE_GPU_ALLOW_GROWTH: true
container_resource_option: "--shm-size 2g --runtime=nvidia --gpus all --privileged"
name: Common test (${{ matrix.device.name }})
runs-on: ["self-hosted", "${{ matrix.device.type }}", "${{ matrix.device.name }}"]
container:
image: gcr.io/tpu-prod-env-multipod/maxtext_${{ github.run_id }}:${{ matrix.device.type }}
volumes:
- /home/runner/actions-runner/_work/maxtext/maxtext:/deps
env:
XLA_PYTHON_CLIENT_MEM_FRACTION: ${{ matrix.device.container_env.XLA_PYTHON_CLIENT_MEM_FRACTION }}
TF_FORCE_GPU_ALLOW_GROWTH: ${{ matrix.device.container_env.TF_FORCE_GPU_ALLOW_GROWTH }}
options: ${{ matrix.device.container_resource_option }}
steps:
- uses: actions/checkout@v4
- name: Test gsutil installation
run: which gsutil >/dev/null 2>&1 || { echo >&2 "gsutil is required but not installed. Aborting"; exit 24;}
- name: Test with pytest
run: cd MaxText;python3 -m pytest ${{ matrix.device.pytest_marker }}
- name: Test train.py with TFDS c4
run: python3 MaxText/train.py MaxText/configs/base.yml run_name=runner_$(date +%Y-%m-%d-%H-%M-%S) base_output_directory=gs://runner-maxtext-logs dataset_path=gs://maxtext-dataset steps=2 enable_checkpointing=false attention=${{ matrix.device.attention }}
- name: Test train.py with HF c4
run: python3 MaxText/train.py MaxText/configs/base.yml run_name=runner_$(date +%Y-%m-%d-%H-%M-%S) base_output_directory=gs://runner-maxtext-logs hf_train_files=gs://maxtext-dataset/hf/c4/c4-train-00000-of-01637.parquet hf_path=parquet dataset_type=hf steps=2 tokenizer_path=google-t5/t5-large attention=${{ matrix.device.attention }} enable_checkpointing=false
- name: Test train.py with synthetic data
run: python3 MaxText/train.py MaxText/configs/base.yml run_name=runner_$(date +%Y-%m-%d-%H-%M-%S) base_output_directory=gs://runner-maxtext-logs dataset_path=gs://maxtext-dataset steps=2 enable_checkpointing=false attention=${{ matrix.device.attention }} dataset_type=synthetic
- name: Test train.py with per_device_batch_size < 1
run: python3 MaxText/train.py MaxText/configs/base.yml run_name=runner_$(date +%Y-%m-%d-%H-%M-%S) base_output_directory=gs://runner-maxtext-logs dataset_path=gs://maxtext-dataset steps=2 per_device_batch_size=0.25 ici_tensor_parallelism=4 enable_checkpointing=false attention=${{ matrix.device.attention }}
- name: Test decode.py
run: python3 MaxText/decode.py MaxText/configs/base.yml run_name=runner_$(date +%Y-%m-%d-%H-%M-%S) base_output_directory=gs://runner-maxtext-logs dataset_path=gs://maxtext-dataset steps=2 ici_tensor_parallelism=4 attention=${{ matrix.device.attention }} enable_checkpointing=false max_target_length=128 per_device_batch_size=1
- name: Test int8_decode
run: python3 MaxText/decode.py MaxText/configs/base.yml run_name=runner_$(date +%Y-%m-%d-%H-%M-%S) base_output_directory=gs://runner-maxtext-logs dataset_path=gs://maxtext-dataset steps=2 ici_tensor_parallelism=4 attention=${{ matrix.device.attention }} enable_checkpointing=false max_target_length=128 per_device_batch_size=1 quantization=int8 quantize_kvcache=True
- name: Test decode.py with per_device_batch_size < 1
run: python3 MaxText/decode.py MaxText/configs/base.yml run_name=runner_$(date +%Y-%m-%d-%H-%M-%S) base_output_directory=gs://runner-maxtext-logs dataset_path=gs://maxtext-dataset steps=2 ici_tensor_parallelism=4 attention=${{ matrix.device.attention }} enable_checkpointing=false max_target_length=128 per_device_batch_size=.25
- name: Test int8_training
run: python3 MaxText/train.py MaxText/configs/base.yml run_name=runner_$(date +%Y-%m-%d-%H-%M-%S) base_output_directory=gs://runner-maxtext-logs dataset_path=gs://maxtext-dataset quantization=int8 steps=2 enable_checkpointing=false attention=${{ matrix.device.attention }}
- name: Test fp8_training
run: python3 MaxText/train.py MaxText/configs/base.yml run_name=runner_$(date +%Y-%m-%d-%H-%M-%S) base_output_directory=gs://runner-maxtext-logs dataset_path=gs://maxtext-dataset quantization=fp8 steps=2 enable_checkpointing=false attention=${{ matrix.device.attention }}
- name: Test train.py with dropout
run: python3 MaxText/train.py MaxText/configs/base.yml run_name=runner_$(date +%Y-%m-%d-%H-%M-%S) base_output_directory=gs://runner-maxtext-logs dataset_path=gs://maxtext-dataset steps=2 enable_checkpointing=false attention=${{ matrix.device.attention }} max_target_length=128 per_device_batch_size=1 dropout_rate=0.02
- name: Test generate_param_only_checkpoint
run: bash end_to_end/test_generate_param_only_checkpoint.sh -r runner_$(date +%Y-%m-%d-%H-%M-%S) -o gs://runner-maxtext-logs -d gs://maxtext-dataset -i 4 -a ${{ matrix.device.attention }}
- name: Test generate_param_only_checkpoint with int8 quantization
run: bash end_to_end/test_generate_param_only_checkpoint.sh -r runner_$(date +%Y-%m-%d-%H-%M-%S) -o gs://runner-maxtext-logs -d gs://maxtext-dataset -i 4 -q int8 -a ${{ matrix.device.attention }}
- name: Test grain checkpoint determinism
run: bash end_to_end/test_checkpointing.sh runner_$(date +%Y-%m-%d-%H-%M-%S) gs://runner-maxtext-logs gs://maxtext-dataset False grain ${{ matrix.device.attention }}
- name: Test checkpoint compatibility
run: bash end_to_end/test_checkpoint_compatibility.sh runner_$(date +%Y-%m-%d-%H-%M-%S) gs://runner-maxtext-logs gs://maxtext-dataset ${{ matrix.device.attention }}
tpu:
needs: build_and_upload_image
strategy:
fail-fast: false
matrix:
device-type: ["v4-8"]
name: "TPU test (${{ matrix.device-type }})"
runs-on: ["self-hosted", "tpu", "${{ matrix.device-type }}"]
container:
image: gcr.io/tpu-prod-env-multipod/maxtext_${{ github.run_id }}:tpu
volumes:
- /home/runner/actions-runner/_work/maxtext/maxtext:/deps
options: "--privileged"
steps:
- uses: actions/checkout@v4
- name: Validate Pedagogical Example, Shmap_collective_matmul
run: python3 pedagogical_examples/shmap_collective_matmul.py
gpu:
needs: build_and_upload_image
strategy:
fail-fast: false
matrix:
device-type: ["a100-40gb-4"]
build-mode: ["pinned"]
name: "GPU test (${{ matrix.device-type }}, ${{ matrix.build-mode }})"
runs-on: ["self-hosted", "gpu", "${{ matrix.device-type }}"]
container:
image: gcr.io/tpu-prod-env-multipod/maxtext_${{ github.run_id }}:gpu
volumes:
- /home/runner/actions-runner/_work/maxtext/maxtext:/deps
env:
XLA_PYTHON_CLIENT_MEM_FRACTION: 0.65
TF_FORCE_GPU_ALLOW_GROWTH: true
options: "--shm-size 2g --runtime=nvidia --gpus all --privileged"
steps:
- uses: actions/checkout@v4
- name: Set up Docker Buildx
uses: docker/setup-buildx-action@v3
- name: Test train.py with flash attention
run: python3 MaxText/train.py MaxText/configs/base.yml run_name=runner_$(date +%Y-%m-%d-%H-%M-%S) base_output_directory=gs://runner-maxtext-logs dataset_path=gs://maxtext-dataset steps=2 enable_checkpointing=false attention=cudnn_flash_te
clean_up:
if: ${{ always() }}
needs: [common, gpu, tpu]
name: "Clean up"
runs-on: ["self-hosted"]
steps:
- name: Delete GPU image
run: gcloud container images delete gcr.io/tpu-prod-env-multipod/maxtext_${{ github.run_id }}:gpu --force-delete-tags --quiet
- name: Delete TPU image
run: gcloud container images delete gcr.io/tpu-prod-env-multipod/maxtext_${{ github.run_id }}:tpu --force-delete-tags --quiet