CLI update: subcommand must be specified
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+20
-25
@@ -18,16 +18,19 @@ aha [COMMAND] [OPTIONS]
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| `--weight-path <WEIGHT_PATH>` | Local model weight path | - |
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| `--save-dir <SAVE_DIR>` | Model download save directory | ~/.aha/ |
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| `--download-retries <DOWNLOAD_RETRIES>` | Download retry count | 3 |
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| `--gguf-path <GGUF_PATH>` | Local GGUF weight | - |
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| `--gguf-path <GGUF_PATH>` | Local GGUF weight(required when using GGUF models) | - |
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| `--mmproj-path <MMPROJ_PATH>` | Local mmproj GGUF weight | - |
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| `--onnx-path <ONNX_PATH>` | Local ONNX weight(required when using ONNX models) | - |
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| `--config-path <ONNX_PATH>` | extra config path for gguf/onnx | - |
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| `-h, --help` | Display help information | - |
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| `-V, --version` | Display version number | - |
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## Commands
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### cli - Download model and start service (default)
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### cli - Download model and start service
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Download the specified model and start an HTTP service. This command is used by default when no subcommand is specified.
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Download the specified model and start an HTTP service.
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Download only supports models in safetensors format; for GGUF/ONNX models, you must specify a local file path.
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**Syntax:**
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```bash
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@@ -44,8 +47,10 @@ aha cli [OPTIONS] --model <MODEL>
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| `--weight-path <WEIGHT_PATH>` | Local model weight path (skip download if specified) | - |
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| `--save-dir <SAVE_DIR>` | Model download save directory | ~/.aha/ |
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| `--download-retries <DOWNLOAD_RETRIES>` | Download retry count | 3 |
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| `--gguf-path <GGUF_PATH>` | Local GGUF weight | - |
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| `--gguf-path <GGUF_PATH>` | Local GGUF weight(required when using GGUF models) | - |
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| `--mmproj-path <MMPROJ_PATH>` | Local mmproj GGUF weight | - |
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| `--onnx-path <ONNX_PATH>` | Local ONNX weight(required when using ONNX models) | - |
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| `--config-path <ONNX_PATH>` | extra config path for gguf/onnx | - |
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**Examples:**
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@@ -59,9 +64,6 @@ aha cli -m Qwen/Qwen3-VL-2B-Instruct -p 8080 --save-dir /data/models
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# Use local model (skip download)
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aha cli -m Qwen/Qwen3-VL-2B-Instruct --weight-path /path/to/model
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# Backward compatible way (equivalent to cli subcommand)
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aha -m Qwen/Qwen3-VL-2B-Instruct
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# use gguf-path and mmproj-path
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aha cli -m qwen3.5-gguf --gguf-path /path/to/xxx.gguf --mmproj-path /path/to/mmproj-xxx.gguf
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```
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@@ -72,7 +74,7 @@ Run model inference directly without starting an HTTP service. Suitable for one-
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**Syntax:**
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```bash
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aha run [OPTIONS] --model <MODEL> --input <INPUT> [--input <INPUT2>] [--weight-path <WEIGHT_PATH>] [--gguf-path <GGUF_PATH>] [--mmproj-path <MMPROJ_PATH>]
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aha run [OPTIONS] --model <MODEL> --input <INPUT> [--input <INPUT2>] [--weight-path <WEIGHT_PATH>] [--gguf-path <GGUF_PATH>] [--mmproj-path <MMPROJ_PATH>] [--onnx-path <ONNX_PATH>] [--config-path <CONFIG_PATH>]
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```
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**Options:**
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@@ -82,9 +84,12 @@ aha run [OPTIONS] --model <MODEL> --input <INPUT> [--input <INPUT2>] [--weight-p
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| `-m, --model <MODEL>` | Model type (required) | - |
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| `-i, --input <INPUT>` | Input text or file path (model-specific interpretation, supports 1-2 parameters: input1: prompt text, input2: file path) | - |
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| `-o, --output <OUTPUT>` | Output file path (optional, auto-generated if not specified) | - |
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| `--weight-path <WEIGHT_PATH>` | Local model weight path (required when using non-GGUF models) | - |
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| `--weight-path <WEIGHT_PATH>` | Local model weight path (required when using safetensors models) | - |
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| `--gguf-path <GGUF_PATH>` | Local GGUF model weight path(required when using GGUF models) | - |
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| `--mmproj-path <MMPROJ_PATH>` | Local mmproj GGUF weight path(optional,If not specified, the module will not be loaded) | - |
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| `--onnx-path <ONNX_PATH>` | Local ONNX weight(required when using ONNX models) | - |
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| `--config-path <ONNX_PATH>` | extra config path for gguf/onnx | - |
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**Examples:**
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```bash
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@@ -129,11 +134,13 @@ aha run -m qwen3.5-gguf -i 提取图片中的文本 -i https://ai.bdstatic.com/f
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### serv - Start service
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Start HTTP service with a model. The `--weight-path` is optional - if not specified, it defaults to `~/.aha/{model_id}`.
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Start HTTP service with a model.
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Safetensors model: The `--weight-path` is optional - if not specified, it defaults to `~/.aha/{model_id}`.
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GGUF/ONNX model: The `--gguf-path`/ `--onnx-path` must be specified
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**Syntax:**
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```bash
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aha serv [OPTIONS] --model <MODEL> [--weight-path <WEIGHT_PATH>] [--gguf-path <GGUF_PATH>] [--mmproj-path <MMPROJ_PATH>]
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aha serv [OPTIONS] --model <MODEL> [--weight-path <WEIGHT_PATH>] [--gguf-path <GGUF_PATH>] [--mmproj-path <MMPROJ_PATH>] [--onnx-path <ONNX_PATH>] [--config-path <CONFIG_PATH>]
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```
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**Options:**
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@@ -336,7 +343,7 @@ Example:
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```bash
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# One command to download and start service
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aha -m Qwen/Qwen3-VL-2B-Instruct
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aha cli -m Qwen/Qwen3-VL-2B-Instruct
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```
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### Scenario 2: Start service with existing model
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@@ -360,7 +367,7 @@ aha serv -m Qwen/Qwen3-VL-2B-Instruct --weight-path /data/models/Qwen/Qwen3-VL-2
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```bash
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# Start service on 0.0.0.0:8080, allow external access
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aha -m Qwen/Qwen3-VL-2B-Instruct -a 0.0.0.0 -p 8080
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aha cli -m Qwen/Qwen3-VL-2B-Instruct -a 0.0.0.0 -p 8080
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```
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## API Endpoints
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@@ -395,18 +402,6 @@ After the service starts, the following API endpoints are available:
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- **Format**: JSON response
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## Backward Compatibility
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To maintain compatibility with older versions, the following two usage methods are equivalent:
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```bash
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# New way (recommended)
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aha cli -m Qwen/Qwen3-VL-2B-Instruct
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# Old way (backward compatible)
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aha -m Qwen/Qwen3-VL-2B-Instruct
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```
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## Notes
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1. **serv subcommand requires `--weight-path`**: Since the `serv` subcommand does not download models, you must specify the path to an already downloaded model via `--weight-path`.
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