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  # FinC2E Dual-Metrics Runtime (Preview)
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- This container is a lightweight runtime that demonstrates **dual-metrics**:
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- - **Model/runtime metrics** (startup + download timing, service health)
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- - **Decision-system readiness** (structured trace hooks; adapter-controlled behavior)
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- It securely pulls the **private FinC2E adapter** at startup.
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- ## Quickstart
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  ```bash
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  docker pull registry.huggingface.co/MightHubHumAI/FinC2E_DualMetrics_Runtime:latest
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- docker run --rm --gpus all \
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  -e HF_TOKEN=YOUR_HF_TOKEN \
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  -e ADAPTER_REPO=MightHubHumAI/FinC2E_Llama33_70B_Adapter \
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  -p 8000:8000 \
 
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  # FinC2E Dual-Metrics Runtime (Preview)
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+ A lightweight runtime image that demonstrates **Dual Metrics**:
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+ - **Runtime / model-side metrics** (startup + adapter pull timing, health)
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+ - **Decision-system readiness hooks** (structured trace foundations)
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+ This container pulls the **private FinC2E adapter** at startup (token required).
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+ ## Pull & Run
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  ```bash
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  docker pull registry.huggingface.co/MightHubHumAI/FinC2E_DualMetrics_Runtime:latest
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+ docker run --rm \
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  -e HF_TOKEN=YOUR_HF_TOKEN \
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  -e ADAPTER_REPO=MightHubHumAI/FinC2E_Llama33_70B_Adapter \
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  -p 8000:8000 \