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README.md
40
README.md
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# qai-cli
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# qc-cli
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A CLI for the Qualcomm model MLOps pipeline — browse and download models from Qualcomm AI Hub, fine-tune them on custom datasets using SageMaker, validate inference, and prepare artifacts for Qualcomm hardware deployment.
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@@ -6,40 +6,40 @@ A CLI for the Qualcomm model MLOps pipeline — browse and download models from
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- Python 3.13+
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- [uv](https://docs.astral.sh/uv/getting-started/installation/)
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- AWS account with credentials configured (`aws configure`) when using `qai-cli infra`
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- AWS CDK CLI (`npm install -g aws-cdk`) when using `qai-cli infra setup` or `qai-cli infra destroy`
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- AWS account with credentials configured (`aws configure`) when using `qc-cli infra`
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- AWS CDK CLI (`npm install -g aws-cdk`) when using `qc-cli infra setup` or `qc-cli infra destroy`
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## Installation
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```bash
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git clone <repo>
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cd qai-cli
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cd qc-cli
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uv sync
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```
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Run commands with `uv run qai-cli <command>` or activate the venv first:
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Run commands with `uv run qc-cli <command>` or activate the venv first:
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```bash
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source .venv/bin/activate
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qai-cli --help
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qc-cli --help
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```
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## Quick start
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```bash
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# 1. Create config.yaml in the current directory
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qai-cli init
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qc-cli init
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# 2. Edit config.yaml — at minimum set s3.bucket and sagemaker.role_name
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# 3. Provision AWS infrastructure (S3 bucket + SageMaker IAM role).
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# This is the step that requires the AWS CDK CLI.
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qai-cli infra setup
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qc-cli infra setup
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```
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## Configuration
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`qai-cli init` writes a `config.yaml` in the current directory. The fields you must fill in before using the tool:
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`qc-cli init` writes a `config.yaml` in the current directory. The fields you must fill in before using the tool:
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```yaml
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aws:
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@@ -50,7 +50,7 @@ s3:
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bucket: your-unique-bucket-name
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sagemaker:
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role_name: qai-cli-sagemaker-role
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role_name: qc-cli-sagemaker-role
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```
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To provision an MLflow tracking server, set:
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@@ -74,21 +74,21 @@ mlflow:
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### `init`
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```
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qai-cli init Write config.yaml
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qai-cli init --output <path> Write config to a custom path
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qai-cli init --force Overwrite an existing config file
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qc-cli init Write config.yaml
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qc-cli init --output <path> Write config to a custom path
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qc-cli init --force Overwrite an existing config file
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```
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### `infra`
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```
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qai-cli infra setup Deploy the CDK stack
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qai-cli infra setup --no-bootstrap Deploy without running CDK bootstrap
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qai-cli infra setup --cloudformation-execution-policy <arn> Set CDK bootstrap execution policy ARN
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qai-cli infra status Show CDK stack/resource status
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qai-cli infra destroy Destroy stack, retaining S3 data
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qai-cli infra destroy --yes Destroy stack without confirmation
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qai-cli infra destroy --delete-bucket-data Destroy stack and delete S3 data
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qc-cli infra setup Deploy the CDK stack
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qc-cli infra setup --no-bootstrap Deploy without running CDK bootstrap
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qc-cli infra setup --cloudformation-execution-policy <arn> Set CDK bootstrap execution policy ARN
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qc-cli infra status Show CDK stack/resource status
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qc-cli infra destroy Destroy stack, retaining S3 data
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qc-cli infra destroy --yes Destroy stack without confirmation
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qc-cli infra destroy --delete-bucket-data Destroy stack and delete S3 data
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```
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## AWS permissions required
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@@ -3,7 +3,7 @@ requires = ["hatchling"]
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build-backend = "hatchling.build"
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[project]
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name = "qai-cli"
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name = "qc-cli"
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version = "0.1.0"
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description = "CLI for SageMaker ONNX training and Qualcomm AI Hub optimization"
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requires-python = ">=3.13"
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@@ -17,7 +17,7 @@ dependencies = [
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]
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[project.scripts]
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qai-cli = "src.main:app"
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qc-cli = "src.main:app"
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[tool.hatch.build.targets.wheel]
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packages = ["src"]
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@@ -14,7 +14,7 @@ def load_config(path: str = "config.yaml") -> Config:
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config_path = Path(path)
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if not config_path.exists():
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raise FileNotFoundError(
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f"Config file not found: {config_path}. Run 'qai-cli init' to create one."
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f"Config file not found: {config_path}. Run 'qc-cli init' to create one."
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)
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with open(config_path) as f:
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data = yaml.safe_load(f)
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@@ -39,7 +39,7 @@ class TrainingConfig(BaseModel):
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class SageMakerConfig(BaseModel):
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role_name: str = "qai-cli-sagemaker-role"
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role_name: str = "qc-cli-sagemaker-role"
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training: TrainingConfig = Field(default_factory=TrainingConfig)
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@@ -2,7 +2,7 @@ import json
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from pathlib import Path
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from typing import Any
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INFRA_STATE_FILE = ".qai-cli-infra.json"
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INFRA_STATE_FILE = ".qc-cli-infra.json"
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def state_path(config_dir: str) -> Path:
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@@ -8,7 +8,7 @@ from src.commands import infra
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from src.config import Config
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app = typer.Typer(
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help="qai-cli: End-to-end model managment for Qualcomm AI Hub.",
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help="qc-cli: End-to-end model managment for Qualcomm AI Hub.",
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no_args_is_help=True,
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)
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app.add_typer(infra.app, name="infra")
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