feat: test_train and test_model unit tests, e2e test

add test_train.py which mocks `train` and `train_epoch`. Additionally add test_model.py which tests instantiation of all new classes: Model, Accelerator, Optimizer, Checkpointer

Signed-off-by: Charlie Doern <[email protected]>

Author: cdoern

.github/workflows/e2e-nvidia-l40s-x4-sdk.yml

@@ -3,10 +3,317 @@
 name: E2E (NVIDIA L40S x4) SDK Test
 
 on:
+  pull_request:
+    branches:
+      - "main"
+  schedule:
+    - cron: '0 16 * * *' # Runs at 4PM UTC every day
   workflow_dispatch:
     inputs:
       pr_or_branch:
         description: 'pull request number or branch name'
         required: true
         default: 'main'
-jobs:
+concurrency:
+  group: ${{ github.workflow }}-${{ github.event.number || github.ref }}
+  cancel-in-progress: true
+
+env:
+  TMPDIR: /home/tmp
+
+jobs:
+  start-large-ec2-runner:
+    runs-on: ubuntu-latest
+    outputs:
+      label: ${{ steps.launch-ec2-instance-with-fallback.outputs.label }}
+      ec2-instance-id: ${{ steps.launch-ec2-instance-with-fallback.outputs.ec2-instance-id }}
+      ec2-instance-region: ${{ steps.launch-ec2-instance-with-fallback.outputs.ec2-instance-region }}
+    steps:
+      - name: Checkout "launch-ec2-runner-with-fallback" in-house CI action
+        uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          repository: instructlab/ci-actions
+          # clone the "ci-actions" repo to a local directory called "ci-actions", instead of overwriting the current WORKDIR contents
+          path: ci-actions
+          ref: release-v0.1
+          sparse-checkout: |
+            actions/launch-ec2-runner-with-fallback
+
+      - name: Launch EC2 Runner with Fallback
+        id: launch-ec2-instance-with-fallback
+        uses: ./ci-actions/actions/launch-ec2-runner-with-fallback
+        env:
+          TMPDIR: "/tmp"
+        with:
+          aws_access_key_id: ${{ secrets.AWS_ACCESS_KEY_ID }}
+          aws_secret_access_key: ${{ secrets.AWS_SECRET_ACCESS_KEY }}
+          github_token: ${{ secrets.GH_PERSONAL_ACCESS_TOKEN }}
+          regions_config: >
+            [
+              {
+                "region": "us-east-2",
+                "subnets": {
+                  "us-east-2a": "${{ vars.SUBNET_US_EAST_2A }}",
+                  "us-east-2b": "${{ vars.SUBNET_US_EAST_2B }}",
+                  "us-east-2c": "${{ vars.SUBNET_US_EAST_2C }}"
+                },
+                "ec2-ami": "${{ vars.AWS_EC2_AMI_US_EAST_2 }}",
+                "security-group-id": "${{ vars.SECURITY_GROUP_ID_US_EAST_2 }}"
+              },
+              {
+                "region": "us-east-1",
+                "subnets": {
+                  "us-east-1a": "${{ vars.SUBNET_US_EAST_1A }}",
+                  "us-east-1b": "${{ vars.SUBNET_US_EAST_1B }}",
+                  "us-east-1c": "${{ vars.SUBNET_US_EAST_1C }}",
+                  "us-east-1d": "${{ vars.SUBNET_US_EAST_1D }}",
+                  "us-east-1e": "${{ vars.SUBNET_US_EAST_1E }}",
+                  "us-east-1f": "${{ vars.SUBNET_US_EAST_1F }}"
+                },
+                "ec2-ami": "${{ vars.AWS_EC2_AMI_US_EAST_1 }}",
+                "security-group-id": "${{ vars.SECURITY_GROUP_ID_US_EAST_1 }}"
+              }
+            ]
+          try_spot_instance_first: false
+          ec2_instance_type: g6e.12xlarge
+          aws_resource_tags: >
+            [
+              {"Key": "Name", "Value": "instructlab-ci-github-large-runner"},
+              {"Key": "GitHubRepository", "Value": "${{ github.repository }}"},
+              {"Key": "GitHubRef", "Value": "${{ github.ref }}"},
+              {"Key": "GitHubPR", "Value": "${{ github.event.number }}"}
+            ]
+
+  e2e-large-test:
+    needs:
+      - start-large-ec2-runner
+    runs-on: ${{ needs.start-large-ec2-runner.outputs.label }}
+
+    permissions:
+      pull-requests: write
+
+    steps:
+      - name: "Harden Runner"
+        # v2.10.1
+        uses: step-security/harden-runner@c6295a65d1254861815972266d5933fd6e532bdf
+        with:
+          egress-policy: audit
+      - name: Install Packages
+        run: |
+          cat /etc/os-release
+          mkdir -p "${TMPDIR}"
+          sudo dnf install -y gcc gcc-c++ make git python3.11 python3.11-devel
+  
+      - name: Checkout
+        uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          # https://github.com/actions/checkout/issues/249
+          fetch-depth: 0
+
+      - name: Install dependent PRs if needed
+        uses: depends-on/depends-on-action@61cb3f4a0e2c8ae4b90c9448dc57c7ba9ca24c35 # main
+        with:
+          token: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: Fetch and checkout PR
+        if: ${{ github.event_name == 'pull_request_target' }}
+        run: |
+          git fetch origin pull/${{ github.event.number }}/head:pr-${{ github.event.number }}
+          git checkout pr-${{ github.event.number }}
+
+      - name: Update instructlab-training library
+        run: |
+          export CUDA_HOME="/usr/local/cuda"
+          export LD_LIBRARY_PATH="$LD_LIBRARY_PATH:/usr/local/cuda/lib64:/usr/local/cuda/extras/CUPTI/lib64"
+          export PATH="$PATH:$CUDA_HOME/bin"
+          nvidia-smi
+          python3.11 -m venv --upgrade-deps venv
+          . venv/bin/activate
+          pip install instructlab
+          pip install instructlab[cuda]
+          pip install vllm
+          python3.11 -m pip install packaging wheel setuptools-scm
+          pip install .
+          pip install .[cuda]
+          python3.11 -m pip uninstall -y flash-attn
+          python3.11 -m pip cache purge
+          python3.11 -m pip install ninja
+          MAX_JOBS=8 python3.11 -m pip install flash-attn --no-build-isolation
+
+      - name: Check disk before tests
+        run: |
+          df -h
+
+      # TODO: switch to downloading a ds rather than generating one
+      # - name: Download SDG Dataset
+      #   working-directory: ./training
+      #   uses: actions/download-artifact@v4
+      #   with:
+      #     name: sdg-dataset.jsonl
+      #     path: dataset
+
+      - name: Run e2e test
+        env:
+          HF_TOKEN: ${{ secrets.HF_TOKEN }}
+          OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
+        run: |
+          . venv/bin/activate
+          ls scripts
+          ls ./
+          ./scripts/test-sdk.sh
+
+          # we know that the file will be named something like f"/training_params_and_metrics_global{os.environ['RANK']}.jsonl" in python
+          # and we know that it will be written into a directory created by `mktemp -d`. 
+          # Given this information, we can use the following command to find the file:
+          log_files=$(find /tmp/ -name "training_params_and_metrics_global0.jsonl")
+          phase_num=1;
+          for log_file in $log_files; do
+              mv "${log_file}" phase-${phase_num}-training-log.jsonl
+              ((phase_num++))
+          done
+
+      - name: Check disk after tests
+        run: |
+          df -h
+
+      - name: Upload training logs Phase 1
+        uses: actions/upload-artifact@v4
+        with:
+          name: phase-1-training-log.jsonl
+          path: ./phase-1-training-log.jsonl
+          retention-days: 1
+          overwrite: true
+
+      - name: Upload training logs Phase 2
+        uses: actions/upload-artifact@v4
+        with:
+          name: phase-2-training-log.jsonl
+          path: ./phase-2-training-log.jsonl
+          retention-days: 1
+          overwrite: true
+
+  stop-large-ec2-runner:
+    needs:
+      - start-large-ec2-runner
+      - e2e-large-test
+    runs-on: ubuntu-latest
+    if: ${{ always() }}
+    steps:
+      - name: "Harden Runner"
+        # v2.10.1
+        uses: step-security/harden-runner@c6295a65d1254861815972266d5933fd6e532bdf
+        with:
+          egress-policy: audit
+
+      - name: Configure AWS credentials
+        uses: aws-actions/configure-aws-credentials@ececac1a45f3b08a01d2dd070d28d111c5fe6722 # v4.1.0
+        with:
+          aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }}
+          aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }}
+          aws-region: ${{ vars.AWS_REGION }}
+
+      - name: Stop EC2 runner
+        uses: machulav/ec2-github-runner@a8c20fc0876503410b2b966c124abc2311984ce2 # v2.3.9
+        with:
+          mode: stop
+          github-token: ${{ secrets.GH_PERSONAL_ACCESS_TOKEN }}
+          label: ${{ needs.start-large-ec2-runner.outputs.label }}
+          ec2-instance-id: ${{ needs.start-large-ec2-runner.outputs.ec2-instance-id }}
+
+  loss-graphs:
+    needs:
+      - stop-large-ec2-runner
+    runs-on: ubuntu-latest
+    if: ${{ always() }}
+    steps:
+      - name: "Harden Runner"
+        # v2.10.1
+        uses: step-security/harden-runner@c6295a65d1254861815972266d5933fd6e532bdf
+        with:
+          egress-policy: audit
+
+      - name: Configure AWS credentials
+        uses: aws-actions/configure-aws-credentials@ececac1a45f3b08a01d2dd070d28d111c5fe6722 # v4.1.0
+        with:
+          aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }}
+          aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }}
+          aws-region: ${{ vars.AWS_REGION }}
+
+      - name: Download loss data Phase 1
+        id: phase-1-download-logs
+        uses: actions/download-artifact@v4
+        with:
+          name: phase-1-training-log.jsonl
+          path: downloaded-data
+
+      - name: Download loss data Phase 2
+        id: phase-2-download-logs
+        uses: actions/download-artifact@v4
+        with:
+          name: phase-2-training-log.jsonl
+          path: downloaded-data
+
+      - name: Checkout
+        uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          # https://github.com/actions/checkout/issues/249
+          fetch-depth: 0
+
+      - name: Install dependencies
+        run: |
+          python -m pip install --upgrade pip
+          pip install -r requirements-dev.txt
+
+      - name: Try to upload Phase 1 to s3
+        id: phase-1-upload-s3
+        continue-on-error: true
+        run: |
+          python ./scripts/create-loss-graph.py  \
+            --log-file "${{ steps.phase-1-download-logs.outputs.download-path }}/phase-1-training-log.jsonl" \
+            --output-file "./phase-1-test.md" \
+            --phase "1" \
+            --aws-region "${{ vars.AWS_REGION }}" \
+            --bucket-name "${{ vars.AWS_S3_LOSS_GRAPHS_BUCKET_NAME }}" \
+            --base-branch "${GITHUB_REF##*/}" \
+            --head-sha "${{ github.sha }}" \
+            --pr-number "${{ github.event.number }}" \
+            --origin-repository "${{ github.repository }}"
+
+      - name: Try to upload Phase 2 to s3
+        id: phase-2-upload-s3
+        continue-on-error: true
+        run: |
+          python ./scripts/create-loss-graph.py  \
+            --log-file "${{ steps.phase-2-download-logs.outputs.download-path }}/phase-2-training-log.jsonl" \
+            --output-file "./phase-2-test.md" \
+            --phase "2" \
+            --aws-region "${{ vars.AWS_REGION }}" \
+            --bucket-name "${{ vars.AWS_S3_LOSS_GRAPHS_BUCKET_NAME }}" \
+            --base-branch "${GITHUB_REF##*/}" \
+            --head-sha "${{ github.sha }}" \
+            --pr-number "${{ github.event.number }}" \
+            --origin-repository "${{ github.repository }}"
+
+      - name: Check Phase 1 S3 upload status for success
+        if: steps.phase-1-upload-s3.outcome == 'success'
+        run: |
+          echo "Uploaded Phase 1 loss graph to S3."
+          cat ./phase-1-test.md >> "${GITHUB_STEP_SUMMARY}"
+
+      - name: Check Phase 2 S3 upload status for success
+        if: steps.phase-2-upload-s3.outcome == 'success'
+        run: |
+          echo "Uploaded Phase 2 loss graph to S3."
+          cat ./phase-2-test.md >> "${GITHUB_STEP_SUMMARY}"
+
+      - name: Check Phase 1 S3 upload status for failure
+        if: steps.phase-1-upload-s3.outcome == 'failure'
+        run: |
+          echo "::warning::Failed to upload Phase 1 loss graph to S3. This won't block the workflow, but you may want to investigate."
+          echo "Loss graph upload failed" >> "${GITHUB_STEP_SUMMARY}"
+
+      - name: Check Phase 2 S3 upload status for failure
+        if: steps.phase-2-upload-s3.outcome == 'failure'
+        run: |
+          echo "::warning::Failed to upload Phase 2 loss graph to S3. This won't block the workflow, but you may want to investigate."
+          echo "Loss graph upload failed" >> "${GITHUB_STEP_SUMMARY}"

scripts/ibm_legacy_tmpl.py

@@ -0,0 +1,30 @@
+# SPDX-License-Identifier: Apache-2.0
+
+# First Party
+from instructlab.training.chat_templates.utils import SpecialTokens, TokenInfo
+
+SPECIAL_TOKENS = SpecialTokens(
+    system=TokenInfo("<|system|>", add_to_tokenizer=True),
+    user=TokenInfo("<|user|>", add_to_tokenizer=True),
+    assistant=TokenInfo("<|assistant|>", add_to_tokenizer=True),
+    eos=TokenInfo("<|endoftext|>", add_to_tokenizer=True),
+    pad=TokenInfo("<|pad|>", add_to_tokenizer=True),
+    bos=TokenInfo("<|begginingoftext|>", add_to_tokenizer=True),
+)
+
+CHAT_TEMPLATE = (
+    "{% for message in messages %}"
+    "{% if message['role'] == 'pretraining' %}"
+    "{{'<|pretrain|>' + message['content'] + '<|endoftext|>' + '<|/pretrain|>' }}"
+    "{% elif message['role'] == 'system' %}"
+    "{{'<|system|>'+ '\n' + message['content'] + '\n'}}"
+    "{% elif message['role'] == 'user' %}"
+    "{{'<|user|>' + '\n' + message['content'] + '\n'}}"
+    "{% elif message['role'] == 'assistant' %}"
+    "{{'<|assistant|>' + '\n' + message['content'] + '<|endoftext|>' + ('' if loop.last else '\n')}}"
+    "{% endif %}"
+    "{% if loop.last and add_generation_prompt %}"
+    "{{ '<|assistant|>' + '\n' }}"
+    "{% endif %}"
+    "{% endfor %}"
+)