update workbench example

update aksk desc

print res query logs

Fix skills exec error with action type

Update Skills

Update Skills addr

Change uni-lab. to leap-lab.
Support unit in pylabrobot

Support async func.

change to leap-lab backend. Support feedback interval. Reduce cocurrent lags.

fix create_resource_with_slot

update unilabos_formulation & batch-submit-exp

scale multi exec thread up to 48

update handle creation api

fit cocurrent gap

add running status debounce

allow non @topic_config support

update skill

add placeholder keys

always free

提交实验技能

disable samples

correct sample demo ret value

新增试剂reagent

update registry

新增manual_confirm

add workstation creation skill

add virtual_sample_demo 样品追踪测试设备

add external devices param
fix registry upload missing type

fast registry load

minor fix on skill & registry

stripe ros2 schema desc
add create-device-skill

new registry system backwards to yaml

remove not exist resource

new registry sys
exp. support with add device

correct raise create resource error

ret info fix revert

ret info fix

fix prcxi check

add create_resource schema

re signal host ready event

add websocket connection timeout and improve reconnection logic

add open_timeout parameter to websocket connection
add TimeoutError and InvalidStatus exception handling
implement exponential backoff for reconnection attempts
simplify reconnection logic flow
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---
name: add-resource
description: Guide for adding new resources (materials, bottles, carriers, decks, warehouses) to Uni-Lab-OS (添加新物料/资源). Uses @resource decorator for AST auto-scanning. Covers Bottle, Carrier, Deck, WareHouse definitions. Use when the user wants to add resources, define materials, create a deck layout, add bottles/carriers/plates, or mentions 物料/资源/resource/bottle/carrier/deck/plate/warehouse.
---
# 添加新物料资源
Uni-Lab-OS 的资源体系基于 PyLabRobot通过扩展实现 Bottle、Carrier、WareHouse、Deck 等实验室物料管理。使用 `@resource` 装饰器注册AST 自动扫描生成注册表条目。
---
## 资源类型
| 类型 | 基类 | 用途 | 示例 |
|------|------|------|------|
| **Bottle** | `Well` (PyLabRobot) | 单个容器(瓶、小瓶、烧杯、反应器) | 试剂瓶、粉末瓶 |
| **BottleCarrier** | `ItemizedCarrier` | 多槽位载架(放多个 Bottle | 6 位试剂架、枪头盒 |
| **WareHouse** | `ItemizedCarrier` | 堆栈/仓库(放多个 Carrier | 4x4 堆栈 |
| **Deck** | `Deck` (PyLabRobot) | 工作站台面(放多个 WareHouse | 反应站 Deck |
**层级关系:** `Deck``WareHouse``BottleCarrier``Bottle`
WareHouse 本质上和 Site 是同一概念 — 都是定义一组固定的放置位slot只不过 WareHouse 多嵌套了一层 Deck。两者都需要开发者根据实际物理尺寸自行计算各 slot 的偏移坐标。
---
## @resource 装饰器
```python
from unilabos.registry.decorators import resource
@resource(
id="my_resource_id", # 注册表唯一标识(必填)
category=["bottles"], # 分类标签列表(必填)
description="资源描述",
icon="", # 图标
version="1.0.0",
handles=[...], # 端口列表InputHandle / OutputHandle
model={...}, # 3D 模型配置
class_type="pylabrobot", # "python" / "pylabrobot" / "unilabos"
)
```
---
## 创建规范
### 命名规则
1. **`name` 参数作为前缀**:所有工厂函数必须接受 `name: str` 参数,创建子物料时以 `name` 作为前缀,确保实例名在运行时全局唯一
2. **Bottle 命名约定**:试剂瓶-Bottle烧杯-Beaker烧瓶-Flask小瓶-Vial
3. **函数名 = `@resource(id=...)`**:工厂函数名与注册表 id 保持一致
### 子物料命名示例
```python
# Carrier 内部的 sites 用 name 前缀
for k, v in sites.items():
v.name = f"{name}_{v.name}" # "堆栈1左_A01", "堆栈1左_B02" ...
# Carrier 中放置 Bottle 时用 name 前缀
carrier[0] = My_Reagent_Bottle(f"{name}_flask_1") # "堆栈1左_flask_1"
carrier[i] = My_Solid_Vial(f"{name}_vial_{ordering[i]}") # "堆栈1左_vial_A1"
# create_homogeneous_resources 使用 name_prefix
sites=create_homogeneous_resources(
klass=ResourceHolder,
locations=[...],
name_prefix=name, # 自动生成 "{name}_0", "{name}_1" ...
)
# Deck setup 中用仓库名称作为 name 传入
self.warehouses = {
"堆栈1左": my_warehouse_4x4("堆栈1左"), # WareHouse.name = "堆栈1左"
"试剂堆栈": my_reagent_stack("试剂堆栈"), # WareHouse.name = "试剂堆栈"
}
```
### 其他规范
- **max_volume 单位为 μL**500mL = 500000
- **尺寸单位为 mm**`diameter`, `height`, `size_x/y/z`, `dx/dy/dz`
- **BottleCarrier 必须设置 `num_items_x/y/z`**:用于前端渲染布局
- **Deck 的 `__init__` 必须接受 `setup=False`**:图文件中 `config.setup=true` 触发 `setup()`
- **按项目分组文件**:同一工作站的资源放在 `unilabos/resources/<project>/`
- **`__init__` 必须接受 `serialize()` 输出的所有字段**`serialize()` 输出会作为 `config` 回传到 `__init__`,因此必须通过显式参数或 `**kwargs` 接受,否则反序列化会报错
- **持久化运行时状态用 `serialize_state()`**:通过 `_unilabos_state` 字典存储可变信息(如物料内容、液体量),只存 JSON 可序列化的基本类型
---
## 资源模板
### Bottle
```python
from unilabos.registry.decorators import resource
from unilabos.resources.itemized_carrier import Bottle
@resource(id="My_Reagent_Bottle", category=["bottles"], description="我的试剂瓶")
def My_Reagent_Bottle(
name: str,
diameter: float = 70.0,
height: float = 120.0,
max_volume: float = 500000.0,
barcode: str = None,
) -> Bottle:
return Bottle(
name=name,
diameter=diameter,
height=height,
max_volume=max_volume,
barcode=barcode,
model="My_Reagent_Bottle",
)
```
**Bottle 参数:**
- `name`: 实例名称(运行时唯一,由上层 Carrier 以前缀方式传入)
- `diameter`: 瓶体直径 (mm)
- `height`: 瓶体高度 (mm)
- `max_volume`: 最大容积(**μL**500mL = 500000
- `barcode`: 条形码(可选)
### BottleCarrier
```python
from pylabrobot.resources import ResourceHolder
from pylabrobot.resources.carrier import create_ordered_items_2d
from unilabos.resources.itemized_carrier import BottleCarrier
from unilabos.registry.decorators import resource
@resource(id="My_6SlotCarrier", category=["bottle_carriers"], description="六槽位载架")
def My_6SlotCarrier(name: str) -> BottleCarrier:
sites = create_ordered_items_2d(
klass=ResourceHolder,
num_items_x=3, num_items_y=2,
dx=10.0, dy=10.0, dz=5.0,
item_dx=42.0, item_dy=35.0,
size_x=20.0, size_y=20.0, size_z=50.0,
)
# 子 site 用 name 作为前缀
for k, v in sites.items():
v.name = f"{name}_{v.name}"
carrier = BottleCarrier(
name=name, size_x=146.0, size_y=80.0, size_z=55.0,
sites=sites, model="My_6SlotCarrier",
)
carrier.num_items_x = 3
carrier.num_items_y = 2
carrier.num_items_z = 1
# 放置 Bottle 时用 name 作为前缀
ordering = ["A1", "B1", "A2", "B2", "A3", "B3"]
for i in range(6):
carrier[i] = My_Reagent_Bottle(f"{name}_vial_{ordering[i]}")
return carrier
```
### WareHouse / Deck 放置位
WareHouse 和 Site 本质上是同一概念都是定义一组固定放置位slot根据物理尺寸自行批量计算偏移坐标。WareHouse 只是多嵌套了一层 Deck 而已。推荐开发者直接根据实物测量数据计算各 slot 偏移量。
#### WareHouse使用 warehouse_factory
```python
from unilabos.resources.warehouse import warehouse_factory
from unilabos.registry.decorators import resource
@resource(id="my_warehouse_4x4", category=["warehouse"], description="4x4 堆栈仓库")
def my_warehouse_4x4(name: str) -> "WareHouse":
return warehouse_factory(
name=name,
num_items_x=4, num_items_y=4, num_items_z=1,
dx=10.0, dy=10.0, dz=10.0, # 第一个 slot 的起始偏移
item_dx=147.0, item_dy=106.0, item_dz=130.0, # slot 间距
resource_size_x=127.0, resource_size_y=85.0, resource_size_z=100.0, # slot 尺寸
model="my_warehouse_4x4",
col_offset=0, # 列标签起始偏移0 → A01, 4 → A05
layout="row-major", # "row-major" 行优先 / "col-major" 列优先 / "vertical-col-major" 竖向
)
```
`warehouse_factory` 参数说明:
- `dx/dy/dz`:第一个 slot 相对 WareHouse 原点的偏移mm
- `item_dx/item_dy/item_dz`:相邻 slot 间距mm需根据实际物理间距测量
- `resource_size_x/y/z`:每个 slot 的可放置区域尺寸
- `layout`:影响 slot 标签和坐标映射
- `"row-major"`A01,A02,...,B01,B02,...(行优先,适合横向排列)
- `"col-major"`A01,B01,...,A02,B02,...(列优先)
- `"vertical-col-major"`竖向排列y 坐标反向
#### Deck 组装 WareHouse
Deck 通过 `setup()` 将多个 WareHouse 放置到指定坐标:
```python
from pylabrobot.resources import Deck, Coordinate
from unilabos.registry.decorators import resource
@resource(id="MyStation_Deck", category=["deck"], description="我的工作站 Deck")
class MyStation_Deck(Deck):
def __init__(self, name="MyStation_Deck", size_x=2700.0, size_y=1080.0, size_z=1500.0,
category="deck", setup=False, **kwargs) -> None:
super().__init__(name=name, size_x=size_x, size_y=size_y, size_z=size_z)
if setup:
self.setup()
def setup(self) -> None:
self.warehouses = {
"堆栈1左": my_warehouse_4x4("堆栈1左"),
"堆栈1右": my_warehouse_4x4("堆栈1右"),
}
self.warehouse_locations = {
"堆栈1左": Coordinate(-200.0, 400.0, 0.0), # 自行测量计算
"堆栈1右": Coordinate(2350.0, 400.0, 0.0),
}
for wh_name, wh in self.warehouses.items():
self.assign_child_resource(wh, location=self.warehouse_locations[wh_name])
```
#### Site 模式(前端定向放置)
适用于有固定孔位/槽位的设备(如移液站 PRCXI 9300Deck 通过 `sites` 列表定义前端展示的放置位,前端据此渲染可拖拽的孔位布局:
```python
import collections
from typing import Any, Dict, List, Optional
from pylabrobot.resources import Deck, Resource, Coordinate
from unilabos.registry.decorators import resource
@resource(id="MyLabDeck", category=["deck"], description="带 Site 定向放置的 Deck")
class MyLabDeck(Deck):
# 根据设备台面实测批量计算各 slot 坐标偏移
_DEFAULT_SITE_POSITIONS = [
(0, 0, 0), (138, 0, 0), (276, 0, 0), (414, 0, 0), # T1-T4
(0, 96, 0), (138, 96, 0), (276, 96, 0), (414, 96, 0), # T5-T8
]
_DEFAULT_SITE_SIZE = {"width": 128.0, "height": 86.0, "depth": 0}
_DEFAULT_CONTENT_TYPE = ["plate", "tip_rack", "tube_rack", "adaptor"]
def __init__(self, name: str, size_x: float, size_y: float, size_z: float,
sites: Optional[List[Dict[str, Any]]] = None, **kwargs):
super().__init__(size_x, size_y, size_z, name)
if sites is not None:
self.sites = [dict(s) for s in sites]
else:
self.sites = []
for i, (x, y, z) in enumerate(self._DEFAULT_SITE_POSITIONS):
self.sites.append({
"label": f"T{i + 1}", # 前端显示的槽位标签
"visible": True, # 是否在前端可见
"position": {"x": x, "y": y, "z": z}, # 槽位物理坐标
"size": dict(self._DEFAULT_SITE_SIZE), # 槽位尺寸
"content_type": list(self._DEFAULT_CONTENT_TYPE), # 允许放入的物料类型
})
self._ordering = collections.OrderedDict(
(site["label"], None) for site in self.sites
)
def assign_child_resource(self, resource: Resource,
location: Optional[Coordinate] = None,
reassign: bool = True,
spot: Optional[int] = None):
idx = spot
if spot is None:
for i, site in enumerate(self.sites):
if site.get("label") == resource.name:
idx = i
break
if idx is None:
for i in range(len(self.sites)):
if self._get_site_resource(i) is None:
idx = i
break
if idx is None:
raise ValueError(f"No available site for '{resource.name}'")
loc = Coordinate(**self.sites[idx]["position"])
super().assign_child_resource(resource, location=loc, reassign=reassign)
def serialize(self) -> dict:
data = super().serialize()
sites_out = []
for i, site in enumerate(self.sites):
occupied = self._get_site_resource(i)
sites_out.append({
"label": site["label"],
"visible": site.get("visible", True),
"occupied_by": occupied.name if occupied else None,
"position": site["position"],
"size": site["size"],
"content_type": site["content_type"],
})
data["sites"] = sites_out
return data
```
**Site 字段说明:**
| 字段 | 类型 | 说明 |
|------|------|------|
| `label` | str | 槽位标签(如 `"T1"`),前端显示名称,也用于匹配 resource.name |
| `visible` | bool | 是否在前端可见 |
| `position` | dict | 物理坐标 `{x, y, z}`mm需自行测量计算偏移 |
| `size` | dict | 槽位尺寸 `{width, height, depth}`mm |
| `content_type` | list | 允许放入的物料类型,如 `["plate", "tip_rack", "tube_rack", "adaptor"]` |
**参考实现:** `unilabos/devices/liquid_handling/prcxi/prcxi.py` 中的 `PRCXI9300Deck`4x4 共 16 个 site
---
## 文件位置
```
unilabos/resources/
├── <project>/ # 按项目分组
│ ├── bottles.py # Bottle 工厂函数
│ ├── bottle_carriers.py # Carrier 工厂函数
│ ├── warehouses.py # WareHouse 工厂函数
│ └── decks.py # Deck 类定义
```
---
## 验证
```bash
# 资源可导入
python -c "from unilabos.resources.my_project.bottles import My_Reagent_Bottle; print(My_Reagent_Bottle('test'))"
# 启动测试AST 自动扫描)
unilab -g <graph>.json
```
仅在以下情况仍需 YAML第三方库资源如 pylabrobot 内置资源,无 `@resource` 装饰器)。
---
## 关键路径
| 内容 | 路径 |
|------|------|
| Bottle/Carrier 基类 | `unilabos/resources/itemized_carrier.py` |
| WareHouse 基类 + 工厂 | `unilabos/resources/warehouse.py` |
| PLR 注册 | `unilabos/resources/plr_additional_res_reg.py` |
| 装饰器定义 | `unilabos/registry/decorators.py` |

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# 资源高级参考
本文件是 SKILL.md 的补充,包含类继承体系、序列化/反序列化、Bioyond 物料同步、非瓶类资源和仓库工厂模式。Agent 在需要实现这些功能时按需阅读。
---
## 1. 类继承体系
```
PyLabRobot
├── Resource (PLR 基类)
│ ├── Well
│ │ └── Bottle (unilabos) → 瓶/小瓶/烧杯/反应器
│ ├── Deck
│ │ └── 自定义 Deck 类 (unilabos) → 工作站台面
│ ├── ResourceHolder → 槽位占位符
│ └── Container
│ └── Battery (unilabos) → 组装好的电池
├── ItemizedCarrier (unilabos, 继承 Resource)
│ ├── BottleCarrier (unilabos) → 瓶载架
│ └── WareHouse (unilabos) → 堆栈仓库
├── ItemizedResource (PLR)
│ └── MagazineHolder (unilabos) → 子弹夹载架
└── ResourceStack (PLR)
└── Magazine (unilabos) → 子弹夹洞位
```
### Bottle 类细节
```python
class Bottle(Well):
def __init__(self, name, diameter, height, max_volume,
size_x=0.0, size_y=0.0, size_z=0.0,
barcode=None, category="container", model=None, **kwargs):
super().__init__(
name=name,
size_x=diameter, # PLR 用 diameter 作为 size_x/size_y
size_y=diameter,
size_z=height, # PLR 用 height 作为 size_z
max_volume=max_volume,
category=category,
model=model,
bottom_type="flat",
cross_section_type="circle"
)
```
注意 `size_x = size_y = diameter``size_z = height`
### ItemizedCarrier 核心方法
| 方法 | 说明 |
|------|------|
| `__getitem__(identifier)` | 通过索引或 Excel 标识(如 `"A01"`)访问槽位 |
| `__setitem__(identifier, resource)` | 向槽位放入资源 |
| `get_child_identifier(child)` | 获取子资源的标识符 |
| `capacity` | 总槽位数 |
| `sites` | 所有槽位字典 |
---
## 2. 序列化与反序列化
### PLR ↔ UniLab 转换
| 函数 | 位置 | 方向 |
|------|------|------|
| `ResourceTreeSet.from_plr_resources(resources)` | `resource_tracker.py` | PLR → UniLab |
| `ResourceTreeSet.to_plr_resources()` | `resource_tracker.py` | UniLab → PLR |
### `from_plr_resources` 流程
```
PLR Resource
↓ build_uuid_mapping (递归生成 UUID)
↓ resource.serialize() → dict
↓ resource.serialize_all_state() → states
↓ resource_plr_inner (递归构建 ResourceDictInstance)
ResourceTreeSet
```
关键:每个 PLR 资源通过 `unilabos_uuid` 属性携带 UUID`unilabos_extra` 携带扩展数据(如 `class` 名)。
### `to_plr_resources` 流程
```
ResourceTreeSet
↓ collect_node_data (收集 UUID、状态、扩展数据)
↓ node_to_plr_dict (转为 PLR 字典格式)
↓ find_subclass(type_name, PLRResource) (查找 PLR 子类)
↓ sub_cls.deserialize(plr_dict) (反序列化)
↓ loop_set_uuid, loop_set_extra (递归设置 UUID 和扩展)
PLR Resource
```
### Bottle 序列化
```python
class Bottle(Well):
def serialize(self) -> dict:
data = super().serialize()
return {**data, "diameter": self.diameter, "height": self.height}
@classmethod
def deserialize(cls, data: dict, allow_marshal=False):
barcode_data = data.pop("barcode", None)
instance = super().deserialize(data, allow_marshal=allow_marshal)
if barcode_data and isinstance(barcode_data, str):
instance.barcode = barcode_data
return instance
```
---
## 3. Bioyond 物料同步
### 双向转换函数
| 函数 | 位置 | 方向 |
|------|------|------|
| `resource_bioyond_to_plr(materials, type_mapping, deck)` | `graphio.py` | Bioyond → PLR |
| `resource_plr_to_bioyond(resources, type_mapping, warehouse_mapping)` | `graphio.py` | PLR → Bioyond |
### `resource_bioyond_to_plr` 流程
```
Bioyond 物料列表
↓ reverse_type_mapping: {typeName → (model, UUID)}
↓ 对每个物料:
typeName → 查映射 → model (如 "BIOYOND_PolymerStation_Reactor")
initialize_resource({"name": unique_name, "class": model})
↓ 设置 unilabos_extra (material_bioyond_id, material_bioyond_name 等)
↓ 处理 detail (子物料/坐标)
↓ 按 locationName 放入 deck.warehouses 对应槽位
PLR 资源列表
```
### `resource_plr_to_bioyond` 流程
```
PLR 资源列表
↓ 遍历每个资源:
载架(capacity > 1): 生成 details 子物料 + 坐标
单瓶: 直接映射
↓ type_mapping 查找 typeId
↓ warehouse_mapping 查找位置 UUID
↓ 组装 Bioyond 格式 (name, typeName, typeId, quantity, Parameters, locations)
Bioyond 物料列表
```
### BioyondResourceSynchronizer
工作站通过 `ResourceSynchronizer` 自动同步物料:
```python
class BioyondResourceSynchronizer(ResourceSynchronizer):
def sync_from_external(self) -> bool:
all_data = []
all_data.extend(api_client.stock_material('{"typeMode": 0}')) # 耗材
all_data.extend(api_client.stock_material('{"typeMode": 1}')) # 样品
all_data.extend(api_client.stock_material('{"typeMode": 2}')) # 试剂
unilab_resources = resource_bioyond_to_plr(
all_data,
type_mapping=self.workstation.bioyond_config["material_type_mappings"],
deck=self.workstation.deck
)
# 更新 deck 上的资源
```
---
## 4. 非瓶类资源
### ElectrodeSheet极片
路径:`unilabos/resources/battery/electrode_sheet.py`
```python
class ElectrodeSheet(ResourcePLR):
"""片状材料(极片、隔膜、弹片、垫片等)"""
_unilabos_state = {
"diameter": 0.0,
"thickness": 0.0,
"mass": 0.0,
"material_type": "",
"color": "",
"info": "",
}
```
工厂函数:`PositiveCan`, `PositiveElectrode`, `NegativeCan`, `NegativeElectrode`, `SpringWasher`, `FlatWasher`, `AluminumFoil`
### Battery电池
```python
class Battery(Container):
"""组装好的电池"""
_unilabos_state = {
"color": "",
"electrolyte_name": "",
"open_circuit_voltage": 0.0,
}
```
### Magazine / MagazineHolder子弹夹
```python
class Magazine(ResourceStack):
"""子弹夹洞位,可堆叠 ElectrodeSheet"""
# direction, max_sheets
class MagazineHolder(ItemizedResource):
"""多洞位子弹夹"""
# hole_diameter, hole_depth, max_sheets_per_hole
```
工厂函数 `magazine_factory()``create_homogeneous_resources` 生成洞位,可选预填 `ElectrodeSheet``Battery`
---
## 5. 仓库工厂模式参考
### 实际 warehouse 工厂函数示例
```python
# 行优先 4x4 仓库
def bioyond_warehouse_1x4x4(name: str) -> WareHouse:
return warehouse_factory(
name=name,
num_items_x=4, num_items_y=4, num_items_z=1,
dx=10.0, dy=10.0, dz=10.0,
item_dx=147.0, item_dy=106.0, item_dz=130.0,
layout="row-major", # A01,A02,A03,A04, B01,...
)
# 右侧 4x4 仓库(列名偏移)
def bioyond_warehouse_1x4x4_right(name: str) -> WareHouse:
return warehouse_factory(
name=name,
num_items_x=4, num_items_y=4, num_items_z=1,
dx=10.0, dy=10.0, dz=10.0,
item_dx=147.0, item_dy=106.0, item_dz=130.0,
col_offset=4, # A05,A06,A07,A08
layout="row-major",
)
# 竖向仓库(站内试剂存放)
def bioyond_warehouse_reagent_storage(name: str) -> WareHouse:
return warehouse_factory(
name=name,
num_items_x=1, num_items_y=2, num_items_z=1,
dx=10.0, dy=10.0, dz=10.0,
item_dx=147.0, item_dy=106.0, item_dz=130.0,
layout="vertical-col-major",
)
# 行偏移F 行开始)
def bioyond_warehouse_5x3x1(name: str, row_offset: int = 0) -> WareHouse:
return warehouse_factory(
name=name,
num_items_x=3, num_items_y=5, num_items_z=1,
dx=10.0, dy=10.0, dz=10.0,
item_dx=159.0, item_dy=183.0, item_dz=130.0,
row_offset=row_offset, # 0→A行起5→F行起
layout="row-major",
)
```
### layout 类型说明
| layout | 命名顺序 | 适用场景 |
|--------|---------|---------|
| `col-major` (默认) | A01,B01,C01,D01, A02,B02,... | 列优先,标准堆栈 |
| `row-major` | A01,A02,A03,A04, B01,B02,... | 行优先Bioyond 前端展示 |
| `vertical-col-major` | 竖向排列,标签从底部开始 | 竖向仓库(试剂存放、测密度) |
---
## 6. 关键路径
| 内容 | 路径 |
|------|------|
| Bottle/Carrier 基类 | `unilabos/resources/itemized_carrier.py` |
| WareHouse 类 + 工厂 | `unilabos/resources/warehouse.py` |
| ResourceTreeSet 转换 | `unilabos/resources/resource_tracker.py` |
| Bioyond 物料转换 | `unilabos/resources/graphio.py` |
| Bioyond 仓库定义 | `unilabos/resources/bioyond/warehouses.py` |
| 电池资源 | `unilabos/resources/battery/` |
| PLR 注册 | `unilabos/resources/plr_additional_res_reg.py` |