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Merged
Rohan5commit merged 2 commits into from
May 19, 2026
Merged

Add AI inference validation & retries, improve reporting, and harden data/clients #44

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ad69361
Rename Cerebrium config validation step id to unique name
Rohan5commit May 19, 2026
c73a7d1
Merge branch 'main' into codex/document-ai-bot-functionality-and-chan…
Rohan5commit May 19, 2026
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79 changes: 44 additions & 35 deletions .github/workflows/daily_trading_bot.yml
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Original file line number Diff line number Diff line change
Expand Up @@ -234,7 +234,7 @@ jobs:


- name: Validate Cerebrium primary configuration
id: validate_cerebrium_config
id: validate_cerebrium_primary_config
if: ${{ steps.install_base_dependencies.outcome == 'success' && !(github.event_name == 'workflow_dispatch' && inputs.run_in_lightning_studio) && ((github.event_name != 'workflow_dispatch') || (github.event_name == 'workflow_dispatch' && !inputs.disable_ai_trading)) }}
run: |
configured_inference_url="${CEREBRIUM_INFERENCE_URL}"
Expand Down Expand Up @@ -262,35 +262,13 @@ jobs:
python -c 'import json, os, pathlib; payload={"runtime_mode": os.environ["runtime_mode"], "selected_backend": os.environ["selected_backend"], "selected_compute_name": "", "selected_disk_gb": 0, "reason": os.environ["reason"], "preflight": {"router_policy": "cerebrium_primary_then_distilled"}}; pathlib.Path("results/ai_runtime_plan.json").write_text(json.dumps(payload, indent=2)+"\n", encoding="utf-8"); print(json.dumps(payload, indent=2))'
cat results/ai_runtime_plan.json


- name: Validate Cerebrium primary configuration
id: validate_cerebrium_config
- name: Emit AI runtime decision
if: ${{ steps.install_base_dependencies.outcome == 'success' && !(github.event_name == 'workflow_dispatch' && inputs.run_in_lightning_studio) && ((github.event_name != 'workflow_dispatch') || (github.event_name == 'workflow_dispatch' && !inputs.disable_ai_trading)) }}
run: |
configured_inference_url="${CEREBRIUM_INFERENCE_URL}"
if [ -z "${configured_inference_url}" ]; then
configured_inference_url="${CEREBRIUM_TRAINED_MODEL_URL}"
fi
if [ -z "${configured_inference_url}" ]; then
configured_inference_url="${TRAINED_MODEL_INFERENCE_URL}"
fi
if [ -n "${configured_inference_url}" ]; then
echo "has_inference_url=true" >> "$GITHUB_OUTPUT"
echo "inference_url_source=configured"
else
echo "has_inference_url=false" >> "$GITHUB_OUTPUT"
echo "inference_url_source=missing"
echo "AI primary inference URL is missing across CEREBRIUM_INFERENCE_URL/CEREBRIUM_TRAINED_MODEL_URL/TRAINED_MODEL_INFERENCE_URL" >&2
fi
{
echo "runtime_mode=${runtime_mode}"
echo "selected_backend=${selected_backend}"
echo "selected_compute_name="
echo "selected_disk_gb=0"
echo "reason=${reason}"
} >> "$GITHUB_OUTPUT"
python -c 'import json, os, pathlib; payload={"runtime_mode": os.environ["runtime_mode"], "selected_backend": os.environ["selected_backend"], "selected_compute_name": "", "selected_disk_gb": 0, "reason": os.environ["reason"], "preflight": {"router_policy": "cerebrium_primary_then_distilled"}}; pathlib.Path("results/ai_runtime_plan.json").write_text(json.dumps(payload, indent=2)+"\n", encoding="utf-8"); print(json.dumps(payload, indent=2))'
cat results/ai_runtime_plan.json
echo "AI runtime mode: ${{ steps.plan_ai_runtime.outputs.runtime_mode }}"
echo "AI backend: ${{ steps.plan_ai_runtime.outputs.selected_backend }}"
echo "AI reason: ${{ steps.plan_ai_runtime.outputs.reason }}"
echo "AI inference URL configured: ${{ steps.validate_cerebrium_config.outputs.has_inference_url }}"

- name: Emit AI runtime decision
if: ${{ steps.install_base_dependencies.outcome == 'success' && !(github.event_name == 'workflow_dispatch' && inputs.run_in_lightning_studio) && ((github.event_name != 'workflow_dispatch') || (github.event_name == 'workflow_dispatch' && !inputs.disable_ai_trading)) }}
Expand All @@ -306,11 +284,11 @@ jobs:
echo "AI runtime mode: ${{ steps.plan_ai_runtime.outputs.runtime_mode }}"
echo "AI backend: ${{ steps.plan_ai_runtime.outputs.selected_backend }}"
echo "AI reason: ${{ steps.plan_ai_runtime.outputs.reason }}"
echo "AI inference URL configured: ${{ steps.validate_cerebrium_config.outputs.has_inference_url }}"
echo "AI inference URL configured: ${{ steps.validate_cerebrium_primary_config.outputs.has_inference_url }}"

- name: Warm Cerebrium inference app
id: warm_cerebrium_inference
if: ${{ steps.install_base_dependencies.outcome == 'success' && !(github.event_name == 'workflow_dispatch' && inputs.run_in_lightning_studio) && ((github.event_name != 'workflow_dispatch') || (github.event_name == 'workflow_dispatch' && !inputs.disable_ai_trading)) && steps.plan_ai_runtime.outputs.runtime_mode == 'cerebrium_full' && steps.validate_cerebrium_config.outputs.has_inference_url == 'true' }}
if: ${{ steps.install_base_dependencies.outcome == 'success' && !(github.event_name == 'workflow_dispatch' && inputs.run_in_lightning_studio) && ((github.event_name != 'workflow_dispatch') || (github.event_name == 'workflow_dispatch' && !inputs.disable_ai_trading)) && steps.plan_ai_runtime.outputs.runtime_mode == 'cerebrium_full' && steps.validate_cerebrium_primary_config.outputs.has_inference_url == 'true' }}
continue-on-error: true
timeout-minutes: 45
env:
Expand All @@ -331,7 +309,7 @@ jobs:

- name: Verify Cerebrium predict endpoint
id: verify_cerebrium_predict
if: ${{ steps.install_base_dependencies.outcome == 'success' && !(github.event_name == 'workflow_dispatch' && inputs.run_in_lightning_studio) && ((github.event_name != 'workflow_dispatch') || (github.event_name == 'workflow_dispatch' && !inputs.disable_ai_trading)) && steps.plan_ai_runtime.outputs.runtime_mode == 'cerebrium_full' && steps.validate_cerebrium_config.outputs.has_inference_url == 'true' }}
if: ${{ steps.install_base_dependencies.outcome == 'success' && !(github.event_name == 'workflow_dispatch' && inputs.run_in_lightning_studio) && ((github.event_name != 'workflow_dispatch') || (github.event_name == 'workflow_dispatch' && !inputs.disable_ai_trading)) && steps.plan_ai_runtime.outputs.runtime_mode == 'cerebrium_full' && steps.validate_cerebrium_primary_config.outputs.has_inference_url == 'true' }}
continue-on-error: true
timeout-minutes: 3
env:
Expand Down Expand Up @@ -392,7 +370,7 @@ jobs:

- name: Run AI Trading Bot on Cerebrium
id: run_ai_bot_cerebrium
if: ${{ steps.install_base_dependencies.outcome == 'success' && !(github.event_name == 'workflow_dispatch' && inputs.run_in_lightning_studio) && ((github.event_name != 'workflow_dispatch') || (github.event_name == 'workflow_dispatch' && !inputs.disable_ai_trading)) && steps.plan_ai_runtime.outputs.runtime_mode == 'cerebrium_full' && steps.validate_cerebrium_config.outputs.has_inference_url == 'true' && steps.verify_cerebrium_predict.outcome == 'success' }}
if: ${{ steps.install_base_dependencies.outcome == 'success' && !(github.event_name == 'workflow_dispatch' && inputs.run_in_lightning_studio) && ((github.event_name != 'workflow_dispatch') || (github.event_name == 'workflow_dispatch' && !inputs.disable_ai_trading)) && steps.plan_ai_runtime.outputs.runtime_mode == 'cerebrium_full' && steps.validate_cerebrium_primary_config.outputs.has_inference_url == 'true' && steps.verify_cerebrium_predict.outcome == 'success' }}
continue-on-error: true
timeout-minutes: 90
env:
Expand Down Expand Up @@ -421,6 +399,37 @@ jobs:
run: |
python main.py daily_job

- name: Run AI Trading Bot on Cerebrium (Retry)
id: run_ai_bot_cerebrium_retry
if: ${{ always() && steps.install_base_dependencies.outcome == 'success' && !(github.event_name == 'workflow_dispatch' && inputs.run_in_lightning_studio) && ((github.event_name != 'workflow_dispatch') || (github.event_name == 'workflow_dispatch' && !inputs.disable_ai_trading)) && steps.plan_ai_runtime.outputs.runtime_mode == 'cerebrium_full' && steps.validate_cerebrium_primary_config.outputs.has_inference_url == 'true' && steps.verify_cerebrium_predict.outcome == 'success' && steps.run_ai_bot_cerebrium.outcome == 'failure' }}
continue-on-error: true
timeout-minutes: 90
env:
SMTP_SERVER: ${{ secrets.SMTP_SERVER }}
SMTP_PORT: ${{ secrets.SMTP_PORT }}
SENDER_EMAIL: ${{ secrets.SENDER_EMAIL }}
SENDER_PASSWORD: ${{ secrets.SENDER_PASSWORD }}
RECIPIENT_EMAIL: ${{ secrets.RECIPIENT_EMAIL }}
CEREBRIUM_INFERENCE_URL: ${{ secrets.CEREBRIUM_INFERENCE_URL }}
CEREBRIUM_API_KEY: ${{ secrets.CEREBRIUM_API_KEY || secrets.TRAINED_MODEL_API_KEY }}
TRAINED_MODEL_API_KEY: ${{ secrets.TRAINED_MODEL_API_KEY }}
TWELVEDATA_API_KEYS: ${{ secrets.TWELVEDATA_API_KEYS }}
ARM_LIVE_TRADING: ${{ secrets.ARM_LIVE_TRADING }}
LOG_LEVEL: ${{ secrets.LOG_LEVEL }}
DISABLE_CORE_TRADING: "1"
AI_RUNTIME_MODE: "full"
AI_PRIMARY_BACKEND: "cerebrium"
AI_ROUTER_REASON: "cerebrium_retry_after_failure"
AI_PROMPT_CANDIDATES_LIMIT: "200"
TRAINED_MODEL_TIMEOUT_SECONDS: "600"
TRAINED_MODEL_READY_TIMEOUT_SECONDS: "1800"
TRAINED_MODEL_READY_POLL_SECONDS: "20"
TRAINED_MODEL_MAX_RETRIES: "2"
TRAINED_MODEL_BACKOFF_SECONDS: "10"
TRAINED_MODEL_BATCH_SIZE: "4"
run: |
python main.py daily_job

- name: Run AI Trading Bot on Cerebrium (Retry)
id: run_ai_bot_cerebrium_retry
if: ${{ always() && steps.install_base_dependencies.outcome == 'success' && !(github.event_name == 'workflow_dispatch' && inputs.run_in_lightning_studio) && ((github.event_name != 'workflow_dispatch') || (github.event_name == 'workflow_dispatch' && !inputs.disable_ai_trading)) && steps.plan_ai_runtime.outputs.runtime_mode == 'cerebrium_full' && steps.validate_cerebrium_config.outputs.has_inference_url == 'true' && steps.verify_cerebrium_predict.outcome == 'success' && steps.run_ai_bot_cerebrium.outcome == 'failure' }}
Expand Down Expand Up @@ -520,7 +529,7 @@ jobs:

- name: Run AI Trading Bot (Distilled Local Fallback)
id: run_ai_bot_distilled_local
if: ${{ steps.install_base_dependencies.outcome == 'success' && !(github.event_name == 'workflow_dispatch' && inputs.run_in_lightning_studio) && ((github.event_name != 'workflow_dispatch') || (github.event_name == 'workflow_dispatch' && !inputs.disable_ai_trading)) && (steps.plan_ai_runtime.outputs.runtime_mode == 'distilled_local' || (steps.plan_ai_runtime.outputs.runtime_mode == 'cerebrium_full' && steps.validate_cerebrium_config.outputs.has_inference_url == 'true' && (steps.warm_cerebrium_inference.outcome == 'failure' || steps.verify_cerebrium_predict.outcome == 'failure' || (steps.run_ai_bot_cerebrium.outcome == 'failure' && steps.run_ai_bot_cerebrium_retry.outcome != 'success'))) || (steps.plan_ai_runtime.outputs.runtime_mode == 'lightning_full' && (steps.launch_lightning_inference.outcome == 'failure' || steps.run_ai_bot_in_lightning_studio.outcome == 'failure'))) }}
if: ${{ steps.install_base_dependencies.outcome == 'success' && !(github.event_name == 'workflow_dispatch' && inputs.run_in_lightning_studio) && ((github.event_name != 'workflow_dispatch') || (github.event_name == 'workflow_dispatch' && !inputs.disable_ai_trading)) && (steps.plan_ai_runtime.outputs.runtime_mode == 'distilled_local' || (steps.plan_ai_runtime.outputs.runtime_mode == 'cerebrium_full' && steps.validate_cerebrium_primary_config.outputs.has_inference_url == 'true' && (steps.warm_cerebrium_inference.outcome == 'failure' || steps.verify_cerebrium_predict.outcome == 'failure' || (steps.run_ai_bot_cerebrium.outcome == 'failure' && steps.run_ai_bot_cerebrium_retry.outcome != 'success'))) || (steps.plan_ai_runtime.outputs.runtime_mode == 'lightning_full' && (steps.launch_lightning_inference.outcome == 'failure' || steps.run_ai_bot_in_lightning_studio.outcome == 'failure'))) }}
continue-on-error: true
timeout-minutes: 60
env:
Expand All @@ -535,7 +544,7 @@ jobs:
LOG_LEVEL: ${{ secrets.LOG_LEVEL }}
DISABLE_CORE_TRADING: "1"
AI_RUNTIME_MODE: "distilled_local"
AI_ROUTER_REASON: ${{ steps.plan_ai_runtime.outputs.runtime_mode == 'cerebrium_full' && steps.validate_cerebrium_config.outputs.has_inference_url == 'true' && 'distilled_after_cerebrium_failure' || (steps.plan_ai_runtime.outputs.runtime_mode == 'lightning_full' && 'distilled_after_lightning_failure' || steps.plan_ai_runtime.outputs.reason) }}
AI_ROUTER_REASON: ${{ steps.plan_ai_runtime.outputs.runtime_mode == 'cerebrium_full' && steps.validate_cerebrium_primary_config.outputs.has_inference_url == 'true' && 'distilled_after_cerebrium_failure' || (steps.plan_ai_runtime.outputs.runtime_mode == 'lightning_full' && 'distilled_after_lightning_failure' || steps.plan_ai_runtime.outputs.reason) }}
run: |
python quant_platform/scripts/prepare_ai_only_retry.py --results-dir results
python main.py daily_job
Expand Down Expand Up @@ -565,7 +574,7 @@ jobs:
python main.py daily_job

- name: Send AI Failure Report
if: ${{ always() && !(github.event_name == 'workflow_dispatch' && inputs.run_in_lightning_studio) && ((github.event_name != 'workflow_dispatch') || (github.event_name == 'workflow_dispatch' && !inputs.disable_ai_trading)) && (((steps.plan_ai_runtime.outputs.runtime_mode == 'cerebrium_full' && steps.validate_cerebrium_config.outputs.has_inference_url == 'true') && (steps.warm_cerebrium_inference.outcome == 'failure' || steps.verify_cerebrium_predict.outcome == 'failure' || (steps.run_ai_bot_cerebrium.outcome == 'failure' && steps.run_ai_bot_cerebrium_retry.outcome != 'success')) && steps.run_ai_bot_distilled_local.outcome == 'failure' && steps.run_ai_bot_distilled_emergency_retry.outcome != 'success') || ((steps.plan_ai_runtime.outputs.runtime_mode == 'lightning_full') && (steps.launch_lightning_inference.outcome == 'failure' || steps.run_ai_bot_in_lightning_studio.outcome == 'failure') && steps.run_ai_bot_distilled_local.outcome == 'failure' && steps.run_ai_bot_distilled_emergency_retry.outcome != 'success') || ((steps.plan_ai_runtime.outputs.runtime_mode == 'distilled_local') && steps.run_ai_bot_distilled_local.outcome == 'failure' && steps.run_ai_bot_distilled_emergency_retry.outcome != 'success')) }}
if: ${{ always() && !(github.event_name == 'workflow_dispatch' && inputs.run_in_lightning_studio) && ((github.event_name != 'workflow_dispatch') || (github.event_name == 'workflow_dispatch' && !inputs.disable_ai_trading)) && (((steps.plan_ai_runtime.outputs.runtime_mode == 'cerebrium_full' && steps.validate_cerebrium_primary_config.outputs.has_inference_url == 'true') && (steps.warm_cerebrium_inference.outcome == 'failure' || steps.verify_cerebrium_predict.outcome == 'failure' || (steps.run_ai_bot_cerebrium.outcome == 'failure' && steps.run_ai_bot_cerebrium_retry.outcome != 'success')) && steps.run_ai_bot_distilled_local.outcome == 'failure' && steps.run_ai_bot_distilled_emergency_retry.outcome != 'success') || ((steps.plan_ai_runtime.outputs.runtime_mode == 'lightning_full') && (steps.launch_lightning_inference.outcome == 'failure' || steps.run_ai_bot_in_lightning_studio.outcome == 'failure') && steps.run_ai_bot_distilled_local.outcome == 'failure' && steps.run_ai_bot_distilled_emergency_retry.outcome != 'success') || ((steps.plan_ai_runtime.outputs.runtime_mode == 'distilled_local') && steps.run_ai_bot_distilled_local.outcome == 'failure' && steps.run_ai_bot_distilled_emergency_retry.outcome != 'success')) }}
continue-on-error: true
env:
SMTP_SERVER: ${{ secrets.SMTP_SERVER }}
Expand Down