release v1.5.9

model tags classifier
always reset to activePreset
2023-12-08 19:22:01 +08:00 · 2023-12-08 18:17:53 +08:00 · 2023-12-08 17:10:23 +08:00 · 2023-12-08 16:36:15 +08:00 · 2023-12-08 15:36:53 +08:00 · 2023-12-08 15:34:45 +08:00
35 changed files with 719 additions and 236 deletions
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -48,16 +48,13 @@ jobs:
        id: cp310
        with:
          python-version: '3.10'
-      - uses: actions-rs/toolchain@v1
-        with:
-          toolchain: stable
-          override: true
-          target: wasm32-unknown-unknown
      - uses: crazy-max/ghaction-chocolatey@v2
        with:
          args: install upx
      - run: |
-          Start-BitsTransfer https://github.com/josStorer/LibreHardwareMonitor.Console/releases/download/v0.1.0/LibreHardwareMonitor.Console.zip ./LibreHardwareMonitor.Console.zip
+          Start-BitsTransfer https://github.com/josStorer/ai00_rwkv_server/releases/latest/download/webgpu_server_windows_x86_64.exe ./backend-rust/webgpu_server.exe
+          Start-BitsTransfer https://github.com/josStorer/web-rwkv-converter/releases/latest/download/web-rwkv-converter_windows_x86_64.exe ./backend-rust/web-rwkv-converter.exe
+          Start-BitsTransfer https://github.com/josStorer/LibreHardwareMonitor.Console/releases/latest/download/LibreHardwareMonitor.Console.zip ./LibreHardwareMonitor.Console.zip
          Expand-Archive ./LibreHardwareMonitor.Console.zip -DestinationPath ./components/LibreHardwareMonitor.Console
          Start-BitsTransfer https://www.python.org/ftp/python/3.10.11/python-3.10.11-embed-amd64.zip ./python-3.10.11-embed-amd64.zip
          Expand-Archive ./python-3.10.11-embed-amd64.zip -DestinationPath ./py310
@@ -67,11 +64,6 @@ jobs:
          Copy-Item -Path "${{ steps.cp310.outputs.python-path }}/../include" -Destination "py310/include" -Recurse
          Copy-Item -Path "${{ steps.cp310.outputs.python-path }}/../libs" -Destination "py310/libs" -Recurse
          ./py310/python -m pip install cyac==1.9
-          git clone https://github.com/josStorer/ai00_rwkv_server --depth=1
-          cd ai00_rwkv_server
-          cargo build --release
-          mv ./target/release/ai00_server.exe ../backend-rust/webgpu_server.exe
-          cd ..
          go install github.com/wailsapp/wails/v2/cmd/wails@latest
          (Get-Content -Path ./backend-golang/app.go) -replace "//go:custom_build windows ", "" | Set-Content -Path ./backend-golang/app.go
          make
@@ -89,23 +81,12 @@ jobs:
      - uses: actions/setup-go@v4
        with:
          go-version: '1.20.5'
-      - uses: actions-rs/toolchain@v1
-        with:
-          toolchain: stable
-          override: true
-          target: wasm32-unknown-unknown
      - run: |
+          wget https://github.com/josStorer/ai00_rwkv_server/releases/latest/download/webgpu_server_linux_x86_64 -O ./backend-rust/webgpu_server
+          wget https://github.com/josStorer/web-rwkv-converter/releases/latest/download/web-rwkv-converter_linux_x86_64 -O ./backend-rust/web-rwkv-converter
          sudo apt-get update
          sudo apt-get install upx
-          sudo apt-get install build-essential libgtk-3-dev libwebkit2gtk-4.0-dev
-          git clone https://github.com/josStorer/ai00_rwkv_server --depth=1
-          cd ai00_rwkv_server
-          sudo apt-get install libudev-dev
-          sudo apt-get install libasound2-dev
-          rustup target add x86_64-unknown-linux-gnu
-          cargo build --release --target x86_64-unknown-linux-gnu
-          mv ./target/x86_64-unknown-linux-gnu/release/ai00_server ../backend-rust/webgpu_server
-          cd ..
+          sudo apt-get install build-essential libgtk-3-dev libwebkit2gtk-4.0-dev libasound2-dev
          go install github.com/wailsapp/wails/v2/cmd/wails@latest
          rm ./backend-python/rwkv_pip/wkv_cuda.pyd
          rm ./backend-python/rwkv_pip/rwkv5.pyd
@@ -127,18 +108,9 @@ jobs:
      - uses: actions/setup-go@v4
        with:
          go-version: '1.20.5'
-      - uses: actions-rs/toolchain@v1
-        with:
-          toolchain: stable
-          override: true
-          target: wasm32-unknown-unknown
      - run: |
-          git clone https://github.com/josStorer/ai00_rwkv_server --depth=1
-          cd ai00_rwkv_server
-          rustup target add aarch64-apple-darwin
-          cargo build --release --target aarch64-apple-darwin
-          mv ./target/aarch64-apple-darwin/release/ai00_server ../backend-rust/webgpu_server
-          cd ..
+          wget https://github.com/josStorer/ai00_rwkv_server/releases/latest/download/webgpu_server_darwin_aarch64 -O ./backend-rust/webgpu_server
+          wget https://github.com/josStorer/web-rwkv-converter/releases/latest/download/web-rwkv-converter_darwin_aarch64 -O ./backend-rust/web-rwkv-converter
          go install github.com/wailsapp/wails/v2/cmd/wails@latest
          rm ./backend-python/rwkv_pip/wkv_cuda.pyd
          rm ./backend-python/rwkv_pip/rwkv5.pyd
--- a/CURRENT_CHANGE.md
+++ b/CURRENT_CHANGE.md
@@ -1,9 +1,18 @@
-## Changes (v1.5.7 is a patch for v1.5.5 & v1.5.6)
+## Changes

- MIDI Input Audio Tracks (Experimental, playing tracks is not supported yet, please save to generation area to preview)
- fix autoPlayed midi cannot be stopped
- try to use local soundfont by default
- improve details
+- add web-rwkv-converter (Safetensors Convert no longer depends on Python) (WebGPU Server 0.3.3)
+- model tags classifier
+- improve presets interaction
+- better state cache
+- better customCuda condition
+- add python-3.10.11-embed-amd64.zip cnMirror
+- always reset to activePreset
+- for devices that gpu is not supported, use cpu to merge lora
+- RWKV_RESCALE_LAYER 999 for music model
+- disable hashed assets
+- fix webWails undefined functions
+- fix damaged logo
+- chore

 ## Install

@@ -11,7 +20,3 @@
 - MacOS: https://github.com/josStorer/RWKV-Runner/blob/master/build/darwin/Readme_Install.txt
 - Linux: https://github.com/josStorer/RWKV-Runner/blob/master/build/linux/Readme_Install.txt
 - Server-Deploy-Examples: https://github.com/josStorer/RWKV-Runner/tree/master/deploy-examples
-
-#### MIDI Input Audio Tracks
-
-![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/e35e23a4-1942-4649-995d-eabf386722f7)
--- a/README_ZH.md
+++ b/README_ZH.md
@@ -20,7 +20,7 @@ API兼容的接口，这意味着一切ChatGPT客户端都是RWKV客户端。
 [![MacOS][MacOS-image]][MacOS-url]
 [![Linux][Linux-image]][Linux-url]

-[视频演示](https://www.bilibili.com/video/BV1hM4y1v76R) | [疑难解答](https://www.bilibili.com/read/cv23921171) | [预览](#Preview) | [下载][download-url] | [懒人包](https://pan.baidu.com/s/1zdzZ_a0uM3gDqi6pXIZVAA?pwd=1111) | [服务器部署示例](https://github.com/josStorer/RWKV-Runner/tree/master/deploy-examples)
+[视频演示](https://www.bilibili.com/video/BV1hM4y1v76R) | [疑难解答](https://www.bilibili.com/read/cv23921171) | [预览](#Preview) | [下载][download-url] | [懒人包](https://pan.baidu.com/s/1zdzZ_a0uM3gDqi6pXIZVAA?pwd=1111) | [简明服务部署示例](#Simple-Deploy-Example) | [服务器部署示例](https://github.com/josStorer/RWKV-Runner/tree/master/deploy-examples) | [MIDI硬件输入](#MIDI-Input)

 [license-image]: http://img.shields.io/badge/license-MIT-blue.svg

@@ -57,19 +57,45 @@ API兼容的接口，这意味着一切ChatGPT客户端都是RWKV客户端。
 ## 功能

 - RWKV模型管理，一键启动
- 与OpenAI API完全兼容，一切ChatGPT客户端，都是RWKV客户端。启动模型后，打开 http://127.0.0.1:8000/docs 查看详细内容
+- 前后端分离，如果你不想使用客户端，也允许单独部署前端服务，或后端推理服务，或具有WebUI的后端推理服务。
+  [简明服务部署示例](#Simple-Deploy-Example) | [服务器部署示例](https://github.com/josStorer/RWKV-Runner/tree/master/deploy-examples)
+- 与OpenAI API兼容，一切ChatGPT客户端，都是RWKV客户端。启动模型后，打开 http://127.0.0.1:8000/docs 查看API文档
 - 全自动依赖安装，你只需要一个轻巧的可执行程序
- 预设了2G至32G显存的配置，几乎在各种电脑上工作良好
- 自带用户友好的聊天和续写交互页面
- 易于理解和操作的参数配置
+- 预设多级显存配置，几乎在各种电脑上工作良好。通过配置页面切换到WebGPU策略，还可以在AMD，Intel等显卡上运行
+- 自带用户友好的聊天，续写，作曲交互页面。支持聊天预设，附件上传，MIDI硬件输入及音轨编辑。
+  [预览](#Preview) | [MIDI硬件输入](#MIDI-Input)
+- 内置WebUI选项，一键启动Web服务，共享硬件资源
+- 易于理解和操作的参数配置，及各类操作引导提示
 - 内置模型转换工具
 - 内置下载管理和远程模型检视
 - 内置一键LoRA微调
- 也可用作 OpenAI ChatGPT 和 GPT Playground 客户端
+- 也可用作 OpenAI ChatGPT 和 GPT Playground 客户端 (在设置内填写API URL和API Key)
 - 多语言本地化
 - 主题切换
 - 自动更新

+## Simple Deploy Example
+
+```bash
+git clone https://github.com/josStorer/RWKV-Runner
+
+# 然后
+cd RWKV-Runner
+python ./backend-python/main.py #后端推理服务已启动, 调用/switch-model载入模型, 参考API文档: http://127.0.0.1:8000/docs
+
+# 或者
+cd RWKV-Runner/frontend
+npm ci
+npm run build #编译前端
+cd ..
+python ./backend-python/webui_server.py #单独启动前端服务
+# 或者
+python ./backend-python/main.py --webui #同时启动前后端服务
+
+# 帮助参数
+python ./backend-python/main.py -h
+```
+
 ## API并发压力测试

 ```bash
@@ -130,6 +156,40 @@ for i in np.argsort(embeddings_cos_sim)[::-1]:
    print(f"{embeddings_cos_sim[i]:.10f} - {values[i]}")
 ```

+## MIDI Input
+
+小贴士: 你可以下载 https://github.com/josStorer/sgm_plus, 并解压到程序的`assets/sound-font`目录, 以使用离线音源. 注意,
+如果你正在从源码编译程序, 请不要将其放置在源码目录中
+
+### USB MIDI 连接
+
+- USB MIDI设备是即插即用的, 你能够在作曲页面选择你的输入设备
+- ![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/a448c34a-56d8-46eb-8dc2-dd11e8e0c4ce)
+
+### Mac MIDI 蓝牙连接
+
+- 对于想要使用蓝牙输入的Mac用户,
+  请安装[Bluetooth MIDI Connect](https://apps.apple.com/us/app/bluetooth-midi-connect/id1108321791), 启动后点击托盘连接,
+  之后你可以在作曲页面选择你的输入设备
+- ![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/c079a109-1e3d-45c1-bbf5-eed85da1550e)
+
+### Windows MIDI 蓝牙连接
+
+- Windows似乎只为UWP实现了蓝牙MIDI支持, 因此需要多个步骤进行连接, 我们需要创建一个本地的虚拟MIDI设备, 然后启动一个UWP应用,
+  通过此UWP应用将蓝牙MIDI输入重定向到虚拟MIDI设备, 然后本软件监听虚拟MIDI设备的输入
+- 因此, 首先你需要下载[loopMIDI](https://www.tobias-erichsen.de/wp-content/uploads/2020/01/loopMIDISetup_1_0_16_27.zip),
+  用于创建虚拟MIDI设备, 点击左下角的加号创建设备
+- ![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/b75998ff-115c-4ddd-b97c-deeb5c106255)
+- 然后, 你需要下载[Bluetooth LE Explorer](https://apps.microsoft.com/detail/9N0ZTKF1QD98), 以发现并连接蓝牙MIDI设备,
+  点击Start搜索设备, 然后点击Pair绑定MIDI设备
+- ![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/c142c3ea-a973-4531-9807-4c385d640a2b)
+- 最后, 你需要安装[MIDIberry](https://apps.microsoft.com/detail/9N39720H2M05), 这个UWP应用能将MIDI蓝牙输入重定向到虚拟MIDI设备,
+  启动后, 在输入栏, 双击你实际的蓝牙MIDI设备名称, 在输出栏, 双击我们先前创建的虚拟MIDI设备名称
+- ![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/5ad6a1d9-4f68-4d95-ae17-4296107d1669)
+- 现在, 你可以在作曲页面选择虚拟MIDI设备作为输入. Bluetooth LE Explorer不再需要运行, loopMIDI窗口也可以退出, 它会自动在后台运行,
+  仅保持MIDIberry打开即可
+- ![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/6460c355-884e-4b28-a2eb-8ab7a2e3a01a)
+
 ## 相关仓库:

 - RWKV-4-World: https://huggingface.co/BlinkDL/rwkv-4-world/tree/main
@@ -143,27 +203,34 @@ for i in np.argsort(embeddings_cos_sim)[::-1]:

 ### 主页

-![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/ff2b1eef-dd3b-4cbf-98fb-b5a1ecee43e1)
+![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/cd82674e-3ee3-4175-bd9c-a11d45437327)

 ### 聊天

 ![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/9570e73b-dca2-4316-9e92-09961f3c48c4)

+![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/54bb0e2b-cdc4-4ea0-8d16-9beaf57c232c)
+
 ### 续写

 ![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/69f9ba7a-2fe8-4a5e-94cb-aa655aa409e2)

 ### 作曲

+小贴士: 你可以下载 https://github.com/josStorer/sgm_plus, 并解压到程序的`assets/sound-font`目录, 以使用离线音源. 注意,
+如果你正在从源码编译程序, 请不要将其放置在源码目录中
+
 ![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/95b34893-80c2-4706-87f9-bc141032ed4b)

+![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/3cb31ca8-d708-42f1-8768-1605fb0b2174)
+
 ### 配置

-![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/59460f69-b172-4c7a-86cb-573262543076)
+![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/0f4d4f21-8abe-4f4d-8c4f-cd7d5607f20e)

 ### 模型管理

-![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/551121ee-1bfe-421b-a9d1-24125126ab4b)
+![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/6bbbecec-d000-457e-993d-27ff53881d09)

 ### 下载管理

--- a/backend-golang/app.go
+++ b/backend-golang/app.go
@@ -46,6 +46,7 @@ func (a *App) OnStartup(ctx context.Context) {
 	}

 	os.Chmod(a.exDir+"backend-rust/webgpu_server", 0777)
+	os.Chmod(a.exDir+"backend-rust/web-rwkv-converter", 0777)
 	os.Mkdir(a.exDir+"models", os.ModePerm)
 	os.Mkdir(a.exDir+"lora-models", os.ModePerm)
 	os.Mkdir(a.exDir+"finetune/json2binidx_tool/data", os.ModePerm)
--- a/backend-golang/midi.go
+++ b/backend-golang/midi.go
@@ -86,6 +86,12 @@ func (a *App) OpenMidiPort(index int) error {
 		channel := bytes[0] & 0x0f
 		switch msgType {
 		case 0x8:
+			elapsed := time.Since(lastNoteTime)
+			lastNoteTime = time.Now()
+			runtime.EventsEmit(a.ctx, "midiMessage", &MIDIMessage{
+				MessageType: "ElapsedTime",
+				Value:       int(elapsed.Milliseconds()),
+			})
 			note := bytes[1]
 			runtime.EventsEmit(a.ctx, "midiMessage", &MIDIMessage{
 				MessageType: "NoteOff",
--- a/backend-golang/rwkv.go
+++ b/backend-golang/rwkv.go
@@ -46,15 +46,10 @@ func (a *App) ConvertModel(python string, modelPath string, strategy string, out
 	return Cmd(python, "./backend-python/convert_model.py", "--in", modelPath, "--out", outPath, "--strategy", strategy)
 }

-func (a *App) ConvertSafetensors(python string, modelPath string, outPath string) (string, error) {
-	var err error
-	if python == "" {
-		python, err = GetPython()
-	}
-	if err != nil {
-		return "", err
-	}
-	return Cmd(python, "./backend-python/convert_safetensors.py", "--input", modelPath, "--output", outPath)
+func (a *App) ConvertSafetensors(modelPath string, outPath string) (string, error) {
+	args := []string{"./backend-rust/web-rwkv-converter"}
+	args = append(args, "--input", modelPath, "--output", outPath)
+	return Cmd(args...)
 }

 func (a *App) ConvertData(python string, input string, outputPrefix string, vocab string) (string, error) {
--- a/backend-python/convert_safetensors.py
+++ b/backend-python/convert_safetensors.py
@@ -25,7 +25,7 @@ def rename_key(rename, name):
    return name


-def convert_file(pt_filename: str, sf_filename: str, transpose_names=[], rename={}):
+def convert_file(pt_filename: str, sf_filename: str, rename={}, transpose_names=[]):
    loaded = torch.load(pt_filename, map_location="cpu")
    if "state_dict" in loaded:
        loaded = loaded["state_dict"]
@@ -34,12 +34,14 @@ def convert_file(pt_filename: str, sf_filename: str, transpose_names=[], rename=
    # for k, v in loaded.items():
    #     print(f'{k}\t{v.shape}\t{v.dtype}')

+    loaded = {rename_key(rename, k).lower(): v.contiguous() for k, v in loaded.items()}
    # For tensors to be contiguous
    for k, v in loaded.items():
        for transpose_name in transpose_names:
            if transpose_name in k:
                loaded[k] = v.transpose(0, 1)
-    loaded = {rename_key(rename, k).lower(): v.contiguous() for k, v in loaded.items()}
+
+    loaded = {k: v.clone().half().contiguous() for k, v in loaded.items()}

    for k, v in loaded.items():
        print(f"{k}\t{v.shape}\t{v.dtype}")
@@ -60,8 +62,18 @@ if __name__ == "__main__":
        convert_file(
            args.input,
            args.output,
-            ["lora_A"],
-            {"time_faaaa": "time_first", "lora_A": "lora.0", "lora_B": "lora.1"},
+            rename={
+                "time_faaaa": "time_first",
+                "time_maa": "time_mix",
+                "lora_A": "lora.0",
+                "lora_B": "lora.1",
+            },
+            transpose_names=[
+                "time_mix_w1",
+                "time_mix_w2",
+                "time_decay_w1",
+                "time_decay_w2",
+            ],
        )
        print(f"Saved to {args.output}")
    except Exception as e:
--- a/backend-python/requirements.txt
+++ b/backend-python/requirements.txt
@@ -1,7 +1,7 @@
 torch
 torchvision
 torchaudio
-rwkv==0.8.16
+rwkv==0.8.22
 langchain==0.0.322
 fastapi==0.104.0
 uvicorn==0.23.2
--- a/backend-python/requirements_without_cyac.txt
+++ b/backend-python/requirements_without_cyac.txt
@@ -1,7 +1,7 @@
 torch
 torchvision
 torchaudio
-rwkv==0.8.16
+rwkv==0.8.22
 langchain==0.0.322
 fastapi==0.104.0
 uvicorn==0.23.2
--- a/backend-python/routes/config.py
+++ b/backend-python/routes/config.py
@@ -49,13 +49,26 @@ def switch_model(body: SwitchModelBody, response: Response, request: Request):
    if body.model == "":
        return "success"

-    if "->" in body.strategy:
-        state_cache.disable_state_cache()
-    else:
-        try:
-            state_cache.enable_state_cache()
-        except HTTPException:
-            pass
+    STRATEGY_REGEX = r"^(?:(?:^|->) *(?:cuda(?::[\d]+)?|cpu|mps|dml) (?:fp(?:16|32)|bf16)(?:i8|i4|i3)?(?: \*[\d]+\+?)? *)+$"
+    if not re.match(STRATEGY_REGEX, body.strategy):
+        raise HTTPException(
+            Status.HTTP_400_BAD_REQUEST,
+            "Invalid strategy. Please read https://pypi.org/project/rwkv/",
+        )
+    devices = set(
+        [
+            x.strip().split(" ")[0].replace("cuda:0", "cuda")
+            for x in body.strategy.split("->")
+        ]
+    )
+    print(f"Devices: {devices}")
+    # if len(devices) > 1:
+    #     state_cache.disable_state_cache()
+    # else:
+    try:
+        state_cache.enable_state_cache()
+    except HTTPException:
+        pass

    os.environ["RWKV_CUDA_ON"] = "1" if body.customCuda else "0"

--- a/backend-python/routes/state_cache.py
+++ b/backend-python/routes/state_cache.py
@@ -44,6 +44,7 @@ def disable_state_cache():
    dtrie = {}
    gc.collect()

+    print("state cache disabled")
    return "success"


@@ -61,8 +62,10 @@ def enable_state_cache():
        dtrie = {}
        gc.collect()

+        print("state cache enabled")
        return "success"
    except ModuleNotFoundError:
+        print("state cache disabled")
        raise HTTPException(status.HTTP_400_BAD_REQUEST, "cyac not found")


@@ -87,14 +90,12 @@ def add_state(body: AddStateBody):

    try:
        id: int = trie.insert(body.prompt)
-        device: torch.device = body.state[0].device
+        devices: List[torch.device] = [tensor.device for tensor in body.state]
        dtrie[id] = {
            "tokens": copy.deepcopy(body.tokens),
-            "state": [tensor.cpu() for tensor in body.state]
-            if device != torch.device("cpu")
-            else copy.deepcopy(body.state),
+            "state": [tensor.cpu() for tensor in body.state],
            "logits": copy.deepcopy(body.logits),
-            "device": device,
+            "devices": devices,
        }

        if len(trie) >= max_trie_len:
@@ -177,27 +178,18 @@ def longest_prefix_state(body: LongestPrefixStateBody, request: Request):
        pass
    if id != -1:
        v = dtrie[id]
-        device: torch.device = v["device"]
+        devices: List[torch.device] = v["devices"]
        prompt: str = trie[id]

        quick_log(request, body, "Hit:\n" + prompt)
        return {
            "prompt": prompt,
            "tokens": v["tokens"],
-            "state": [tensor.to(device) for tensor in v["state"]]
-            if device != torch.device("cpu")
-            else v["state"],
+            "state": [tensor.to(devices[i]) for i, tensor in enumerate(v["state"])],
            "logits": v["logits"],
-            "device": device.type,
        }
    else:
-        return {
-            "prompt": "",
-            "tokens": [],
-            "state": None,
-            "logits": None,
-            "device": None,
-        }
+        return {"prompt": "", "tokens": [], "state": None, "logits": None}


 # @router.post("/save-state", tags=["State Cache"])
--- a/backend-python/utils/rwkv.py
+++ b/backend-python/utils/rwkv.py
@@ -511,6 +511,9 @@ def get_tokenizer(tokenizer_len: int):
 def RWKV(model: str, strategy: str, tokenizer: Union[str, None]) -> AbstractRWKV:
    rwkv_beta = global_var.get(global_var.Args).rwkv_beta

+    if "midi" in model.lower() or "abc" in model.lower():
+        os.environ["RWKV_RESCALE_LAYER"] = "999"
+
    # dynamic import to make RWKV_CUDA_ON work
    if rwkv_beta:
        from rwkv_pip.beta.model import (
--- a/finetune/get_layer_and_embd.py
+++ b/finetune/get_layer_and_embd.py
@@ -23,6 +23,7 @@ def file_cleaner(file):
    return cleaner


+expected_max_version = float(sys.argv[2]) if len(sys.argv) > 2 else 100
 model_file = open(sys.argv[1], "rb")
 cleaner = file_cleaner(model_file)
 cleaner_thread = threading.Thread(target=cleaner, daemon=True)
@@ -34,8 +35,23 @@ gc.collect()
 n_embd = w["emb.weight"].shape[1]
 n_layer = 0
 keys = list(w.keys())
+version = 4
 for x in keys:
    layer_id = int(x.split(".")[1]) if ("blocks." in x) else 0
    n_layer = max(n_layer, layer_id + 1)

-print(f"--n_layer {n_layer} --n_embd {n_embd}", end="")
+    if "ln_x" in x:
+        version = max(5, version)
+    if "gate.weight" in x:
+        version = max(5.1, version)
+    if int(version) == 5 and "att.time_decay" in x:
+        if len(w[x].shape) > 1:
+            if w[x].shape[1] > 1:
+                version = max(5.2, version)
+    if "time_maa" in x:
+        version = max(6, version)
+
+if version <= expected_max_version:
+    print(f"--n_layer {n_layer} --n_embd {n_embd}", end="")
+else:
+    raise Exception(f"RWKV{version} is not supported")
--- a/finetune/install-wsl-dep-and-train.sh
+++ b/finetune/install-wsl-dep-and-train.sh
@@ -47,7 +47,7 @@ else
 fi

 echo "loading $loadModel"
-modelInfo=$(python3 ./finetune/get_layer_and_embd.py $loadModel)
+modelInfo=$(python3 ./finetune/get_layer_and_embd.py $loadModel 4)
 echo $modelInfo
 if [[ $modelInfo =~ "--n_layer" ]]; then
  python3 ./finetune/lora/train.py $modelInfo $@ --proj_dir lora-models --data_type binidx --lora \
--- a/frontend/src/_locales/ja/main.json
+++ b/frontend/src/_locales/ja/main.json
@@ -250,7 +250,7 @@
  "VRAM": "VRAM",
  "GPU Usage": "GPU使用率",
  "Use Custom Tokenizer": "カスタムトークナイザーを使用する",
-  "Tokenizer Path (e.g. backend-python/rwkv_pip/20B_tokenizer.json)": "トークナイザーパス (例: backend-python/rwkv_pip/20B_tokenizer.json)",
+  "Tokenizer Path (e.g. backend-python/rwkv_pip/20B_tokenizer.json or rwkv_vocab_v20230424.txt)": "トークナイザーパス (例: backend-python/rwkv_pip/20B_tokenizer.json または rwkv_vocab_v20230424.txt)",
  "User Name": "ユーザー名",
  "Assistant Name": "アシスタント名",
  "Insert default system prompt at the beginning": "最初にデフォルトのシステムプロンプトを挿入",
@@ -300,5 +300,16 @@
  "Select the MIDI input device to be used.": "使用するMIDI入力デバイスを選択します。",
  "Start Time": "開始時間",
  "Content Duration": "内容の長さ",
-  "Please select a MIDI device first": "まずMIDIデバイスを選択してください"
+  "Please select a MIDI device first": "まずMIDIデバイスを選択してください",
+  "Piano is the main instrument": "ピアノはメインの楽器です",
+  "Loss is too high, please check the training data, and ensure your gpu driver is up to date.": "Lossが大きすぎます、トレーニングデータを確認し、GPUドライバが最新であることを確認してください。",
+  "This version of RWKV is not supported yet.": "このバージョンのRWKVはまだサポートされていません。",
+  "Main": "メイン",
+  "Finetuned": "微調整",
+  "Global": "グローバル",
+  "Local": "ローカル",
+  "CN": "中国語",
+  "JP": "日本語",
+  "Music": "音楽",
+  "Other": "その他"
 }
--- a/frontend/src/_locales/zh-hans/main.json
+++ b/frontend/src/_locales/zh-hans/main.json
@@ -250,7 +250,7 @@
  "VRAM": "显存",
  "GPU Usage": "GPU占用",
  "Use Custom Tokenizer": "使用自定义Tokenizer",
-  "Tokenizer Path (e.g. backend-python/rwkv_pip/20B_tokenizer.json)": "Tokenizer路径 (例如: backend-python/rwkv_pip/20B_tokenizer.json)",
+  "Tokenizer Path (e.g. backend-python/rwkv_pip/20B_tokenizer.json or rwkv_vocab_v20230424.txt)": "Tokenizer路径 (例如: backend-python/rwkv_pip/20B_tokenizer.json 或 rwkv_vocab_v20230424.txt)",
  "User Name": "用户名称",
  "Assistant Name": "AI名称",
  "Insert default system prompt at the beginning": "在开头自动插入默认系统提示",
@@ -300,5 +300,16 @@
  "Select the MIDI input device to be used.": "选择要使用的MIDI输入设备",
  "Start Time": "开始时间",
  "Content Duration": "内容时长",
-  "Please select a MIDI device first": "请先选择一个MIDI设备"
+  "Please select a MIDI device first": "请先选择一个MIDI设备",
+  "Piano is the main instrument": "钢琴为主",
+  "Loss is too high, please check the training data, and ensure your gpu driver is up to date.": "Loss过高，请检查训练数据，并确保你的显卡驱动是最新的",
+  "This version of RWKV is not supported yet.": "暂不支持此版本的RWKV",
+  "Main": "主干",
+  "Finetuned": "微调",
+  "Global": "全球",
+  "Local": "本地",
+  "CN": "中文",
+  "JP": "日文",
+  "Music": "音乐",
+  "Other": "其他"
 }
--- a/frontend/src/components/ConfigSelector.tsx
+++ b/frontend/src/components/ConfigSelector.tsx
@@ -1,6 +1,6 @@
 import { FC } from 'react';
 import { observer } from 'mobx-react-lite';
-import { Dropdown, Option } from '@fluentui/react-components';
+import { Dropdown, Option, PresenceBadge } from '@fluentui/react-components';
 import commonStore from '../stores/commonStore';

 export const ConfigSelector: FC<{ size?: 'small' | 'medium' | 'large' }> = observer(({ size }) => {
@@ -12,7 +12,13 @@ export const ConfigSelector: FC<{ size?: 'small' | 'medium' | 'large' }> = obser
        commonStore.setCurrentConfigIndex(Number(data.optionValue));
    }}>
    {commonStore.modelConfigs.map((config, index) =>
-      <Option key={index} value={index.toString()}>{config.name}</Option>
+      <Option key={index} value={index.toString()} text={config.name}>
+        <div className="flex justify-between grow">
+          {config.name}
+          {commonStore.modelSourceList.find(item => item.name === config.modelParameters.modelName)?.isComplete
+            && <PresenceBadge status="available" />}
+        </div>
+      </Option>
    )}
  </Dropdown>;
 });
--- a/frontend/src/components/RunButton.tsx
+++ b/frontend/src/components/RunButton.tsx
@@ -90,7 +90,7 @@ export const RunButton: FC<{ onClickRun?: MouseEventHandler, iconMode?: boolean
            return;
          } else {
            toastWithButton(t('Please convert model to safe tensors format first'), t('Convert'), () => {
-              convertToSt(navigate, modelConfig);
+              convertToSt(modelConfig);
            });
            commonStore.setStatus({ status: ModelStatus.Offline });
            return;
@@ -169,7 +169,7 @@ export const RunButton: FC<{ onClickRun?: MouseEventHandler, iconMode?: boolean
              });
            }
            commonStore.setStatus({ status: ModelStatus.Loading });
-            const loadingId = toast(t('Loading Model'), { type: 'info' });
+            const loadingId = toast(t('Loading Model'), { type: 'info', autoClose: false });
            if (!webgpu) {
              updateConfig({
                max_tokens: modelConfig.apiParameters.maxResponseToken,
@@ -183,7 +183,8 @@ export const RunButton: FC<{ onClickRun?: MouseEventHandler, iconMode?: boolean
            const strategy = getStrategy(modelConfig);
            let customCudaFile = '';
            if ((modelConfig.modelParameters.device.includes('CUDA') || modelConfig.modelParameters.device === 'Custom')
-              && modelConfig.modelParameters.useCustomCuda && !strategy.includes('fp32')) {
+              && modelConfig.modelParameters.useCustomCuda
+              && !strategy.split('->').some(s => ['cuda', 'fp32'].every(v => s.includes(v)))) {
              if (commonStore.platform === 'windows') {
                // this part is currently unused because there's no longer a need to use different kernels for different GPUs, but it might still be needed in the future
                //
@@ -232,7 +233,7 @@ export const RunButton: FC<{ onClickRun?: MouseEventHandler, iconMode?: boolean
                if ((modelConfig.modelParameters.device === 'CUDA' || modelConfig.modelParameters.device === 'CUDA-Beta') &&
                  modelConfig.modelParameters.storedLayers < modelConfig.modelParameters.maxStoredLayers &&
                  commonStore.monitorData && commonStore.monitorData.totalVram !== 0 &&
-                  (commonStore.monitorData.usedVram / commonStore.monitorData.totalVram) < 0.85)
+                  (commonStore.monitorData.usedVram / commonStore.monitorData.totalVram) < 0.9)
                  toast(t('You can increase the number of stored layers in Configs page to improve performance'), { type: 'info' });
                toastWithButton(t('Startup Completed'), t(buttonName), buttonFn, { type: 'success', autoClose: 3000 });
              } else if (r.status === 304) {
--- a/frontend/src/pages/AudiotrackManager/AudiotrackEditor.tsx
+++ b/frontend/src/pages/AudiotrackManager/AudiotrackEditor.tsx
@@ -146,9 +146,15 @@ const Track: React.FC<TrackProps> = observer(({
  const { t } = useTranslation();
  const trackIndex = commonStore.tracks.findIndex(t => t.id === id)!;
  const track = commonStore.tracks[trackIndex];
-  const trackClass = isSelected ? 'bg-blue-600' : 'bg-gray-700';
+  const trackClass = isSelected ? 'bg-blue-600' : (commonStore.settings.darkMode ? 'bg-blue-900' : 'bg-gray-700');
  const controlX = useRef(0);

+  let trackName = t('Track') + ' ' + id;
+  if (track.mainInstrument)
+    trackName = t('Track') + ' - ' + t('Piano is the main instrument')!.replace(t('Piano')!, t(track.mainInstrument)) + (track.content && (' - ' + track.content));
+  else if (track.content)
+    trackName = t('Track') + ' - ' + track.content;
+
  return (
    <Draggable
      axis="x"
@@ -183,7 +189,7 @@ const Track: React.FC<TrackProps> = observer(({
        }}
        onClick={() => onSelect(id)}
      >
-        <span className="text-white">{t('Track') + ' ' + (track.content || id)}</span>
+        <span className="text-white">{trackName}</span>
      </div>
    </Draggable>
  );
@@ -298,7 +304,8 @@ const AudiotrackEditor: FC<{ setPrompt: (prompt: string) => void }> = observer((
                }, 1);
              }}
            >
-              <div ref={currentTimeControlRef} className="h-2 bg-gray-700 cursor-move rounded"
+              <div ref={currentTimeControlRef}
+                className={classnames('h-2 cursor-move rounded', commonStore.settings.darkMode ? 'bg-neutral-600' : 'bg-gray-700')}
                style={{ width: currentTimeControlWidth }} />
            </Draggable>
            <div className={classnames(
@@ -329,7 +336,8 @@ const AudiotrackEditor: FC<{ setPrompt: (prompt: string) => void }> = observer((
                <div className="relative cursor-move"
                  ref={playStartTimeControlRef}>
                  <ArrowAutofitWidth20Regular />
-                  <div className="border-l absolute border-gray-700"
+                  <div
+                    className={classnames('border-l absolute', commonStore.settings.darkMode ? 'border-white' : 'border-gray-700')}
                    style={{
                      height: (tracksRef.current && commonStore.tracks.length > 0)
                        ? tracksRef.current.clientHeight
@@ -419,6 +427,7 @@ const AudiotrackEditor: FC<{ setPrompt: (prompt: string) => void }> = observer((
            onClick={() => {
              commonStore.setTracks([...commonStore.tracks, {
                id: uuid(),
+                mainInstrument: '',
                content: '',
                rawContent: [],
                offsetTime: 0,
@@ -485,7 +494,7 @@ const AudiotrackEditor: FC<{ setPrompt: (prompt: string) => void }> = observer((
              }
            }
          }
-          const result = globalMessages.map(m => midiMessageToToken(m)).join('');
+          const result = ('<pad> ' + globalMessages.map(m => midiMessageToToken(m)).join('')).trim();
          commonStore.setCompositionSubmittedPrompt(result);
          setPrompt(result);
        }}>
--- a/frontend/src/pages/Chat.tsx
+++ b/frontend/src/pages/Chat.tsx
@@ -28,7 +28,7 @@ import { toast } from 'react-toastify';
 import { WorkHeader } from '../components/WorkHeader';
 import { DialogButton } from '../components/DialogButton';
 import { OpenFileFolder, OpenOpenFileDialog, OpenSaveFileDialog } from '../../wailsjs/go/backend_golang/App';
-import { absPathAsset, bytesToReadable, getServerRoot, toastWithButton } from '../utils';
+import { absPathAsset, bytesToReadable, getServerRoot, setActivePreset, toastWithButton } from '../utils';
 import { useMediaQuery } from 'usehooks-ts';
 import { botName, ConversationMessage, MessageType, userName, welcomeUuid } from '../types/chat';
 import { Labeled } from '../components/Labeled';
@@ -536,8 +536,7 @@ const ChatPanel: FC = observer(() => {
                }
                chatSseControllers = {};
              }
-              commonStore.setConversation({});
-              commonStore.setConversationOrder([]);
+              setActivePreset(commonStore.activePreset);
            }} />
          <div className="relative flex grow">
            <Textarea
--- a/frontend/src/pages/Composition.tsx
+++ b/frontend/src/pages/Composition.tsx
@@ -98,6 +98,13 @@ const CompositionPanel: FC = observer(() => {
    }
  }, []);

+  useEffect(() => {
+    if (!(commonStore.activeMidiDeviceIndex in commonStore.midiPorts)) {
+      commonStore.setActiveMidiDeviceIndex(-1);
+      CloseMidiPort();
+    }
+  }, [commonStore.midiPorts]);
+
  const generateNs = (autoPlay: boolean) => {
    fetch(getServerRoot(port) + '/text-to-midi', {
      method: 'POST',
@@ -270,7 +277,9 @@ const CompositionPanel: FC = observer(() => {
                content={
                  <div className="flex flex-col gap-1">
                    <Dropdown style={{ minWidth: 0 }}
-                      value={commonStore.activeMidiDeviceIndex === -1 ? t('None')! : commonStore.midiPorts[commonStore.activeMidiDeviceIndex].name}
+                      value={(commonStore.activeMidiDeviceIndex === -1 || !(commonStore.activeMidiDeviceIndex in commonStore.midiPorts))
+                        ? t('None')!
+                        : commonStore.midiPorts[commonStore.activeMidiDeviceIndex].name}
                      selectedOptions={[commonStore.activeMidiDeviceIndex.toString()]}
                      onOptionSelect={(_, data) => {
                        if (data.optionValue) {
--- a/frontend/src/pages/Configs.tsx
+++ b/frontend/src/pages/Configs.tsx
@@ -8,12 +8,13 @@ import {
  Input,
  Label,
  Option,
+  PresenceBadge,
  Select,
  Switch,
  Text
 } from '@fluentui/react-components';
 import { AddCircle20Regular, DataUsageSettings20Regular, Delete20Regular, Save20Regular } from '@fluentui/react-icons';
-import React, { FC, useEffect, useRef } from 'react';
+import React, { FC, useCallback, useEffect, useRef } from 'react';
 import { Section } from '../components/Section';
 import { Labeled } from '../components/Labeled';
 import { ToolTipButton } from '../components/ToolTipButton';
@@ -37,6 +38,28 @@ import { useMediaQuery } from 'usehooks-ts';
 import { ApiParameters, Device, ModelParameters, Precision } from '../types/configs';
 import { convertToSt } from '../utils/convert-to-st';

+const ConfigSelector: FC<{ selectedIndex: number, updateSelectedIndex: (i: number) => void }> = observer(({ selectedIndex, updateSelectedIndex }) => {
+  return (
+    <Dropdown style={{ minWidth: 0 }} className="grow" value={commonStore.modelConfigs[selectedIndex].name}
+      selectedOptions={[selectedIndex.toString()]}
+      onOptionSelect={(_, data) => {
+        if (data.optionValue) {
+          updateSelectedIndex(Number(data.optionValue));
+        }
+      }}>
+      {commonStore.modelConfigs.map((config, index) => <Option key={index} value={index.toString()}
+          text={config.name}>
+          <div className="flex justify-between grow">
+            {config.name}
+            {commonStore.modelSourceList.find(item => item.name === config.modelParameters.modelName)?.isComplete
+              && <PresenceBadge status="available" />}
+          </div>
+        </Option>
+      )}
+    </Dropdown>
+  );
+});
+
 const Configs: FC = observer(() => {
  const { t } = useTranslation();
  const [selectedIndex, setSelectedIndex] = React.useState(commonStore.currentModelConfigIndex);
@@ -52,13 +75,13 @@ const Configs: FC = observer(() => {
      (advancedHeaderRef.current.firstElementChild as HTMLElement).style.padding = '0';
  }, []);

-  const updateSelectedIndex = (newIndex: number) => {
+  const updateSelectedIndex = useCallback((newIndex: number) => {
    setSelectedIndex(newIndex);
    setSelectedConfig(commonStore.modelConfigs[newIndex]);

    // if you don't want to update the config used by the current startup in real time, comment out this line
    commonStore.setCurrentConfigIndex(newIndex);
-  };
+  }, []);

  const setSelectedConfigName = (newName: string) => {
    setSelectedConfig({ ...selectedConfig, name: newName });
@@ -98,17 +121,7 @@ const Configs: FC = observer(() => {
    <Page title={t('Configs')} content={
      <div className="flex flex-col gap-2 overflow-hidden">
        <div className="flex gap-2 items-center">
-          <Dropdown style={{ minWidth: 0 }} className="grow" value={commonStore.modelConfigs[selectedIndex].name}
-            selectedOptions={[selectedIndex.toString()]}
-            onOptionSelect={(_, data) => {
-              if (data.optionValue) {
-                updateSelectedIndex(Number(data.optionValue));
-              }
-            }}>
-            {commonStore.modelConfigs.map((config, index) =>
-              <Option key={index} value={index.toString()}>{config.name}</Option>
-            )}
-          </Dropdown>
+          <ConfigSelector selectedIndex={selectedIndex} updateSelectedIndex={updateSelectedIndex} />
          <ToolTipButton desc={t('New Config')} icon={<AddCircle20Regular />} onClick={() => {
            commonStore.createModelConfig();
            updateSelectedIndex(commonStore.modelConfigs.length - 1);
@@ -273,7 +286,7 @@ const Configs: FC = observer(() => {
                      }} /> :
                    <ToolTipButton text={t('Convert To Safe Tensors Format')}
                      desc=""
-                      onClick={() => convertToSt(navigate, selectedConfig)} />
+                      onClick={() => convertToSt(selectedConfig)} />
                }
                <Labeled label={t('Strategy')} content={
                  <Dropdown style={{ minWidth: 0 }} className="grow" value={t(selectedConfig.modelParameters.device)!}
@@ -392,7 +405,7 @@ const Configs: FC = observer(() => {
                                });
                              }} />
                            <Input className="grow"
-                              placeholder={t('Tokenizer Path (e.g. backend-python/rwkv_pip/20B_tokenizer.json)')!}
+                              placeholder={t('Tokenizer Path (e.g. backend-python/rwkv_pip/20B_tokenizer.json or rwkv_vocab_v20230424.txt)')!}
                              value={selectedConfig.modelParameters.customTokenizer}
                              onChange={(e, data) => {
                                setSelectedConfigModelParams({
--- a/frontend/src/pages/Models.tsx
+++ b/frontend/src/pages/Models.tsx
@@ -1,5 +1,6 @@
-import React, { FC } from 'react';
+import React, { FC, useEffect, useState } from 'react';
 import {
+  Button,
  Checkbox,
  createTableColumn,
  DataGrid,
@@ -154,6 +155,22 @@ const columns: TableColumnDefinition<ModelSourceItem>[] = [

 const Models: FC = observer(() => {
  const { t } = useTranslation();
+  const [tags, setTags] = useState<Array<string>>([]);
+  const [modelSourceList, setModelSourceList] = useState<ModelSourceItem[]>(commonStore.modelSourceList);
+
+  useEffect(() => {
+    setTags(Array.from(new Set(
+      [...commonStore.modelSourceList.map(item => item.tags || []).flat()
+      .filter(i => !i.includes('Other') && !i.includes('Local'))
+        , 'Other', 'Local'])));
+  }, [commonStore.modelSourceList]);
+
+  useEffect(() => {
+    if (commonStore.activeModelListTags.length === 0)
+      setModelSourceList(commonStore.modelSourceList);
+    else
+      setModelSourceList(commonStore.modelSourceList.filter(item => commonStore.activeModelListTags.some(tag => item.tags?.includes(tag))));
+  }, [commonStore.modelSourceList, commonStore.activeModelListTags]);

  return (
    <Page title={t('Models')} content={
@@ -184,9 +201,24 @@ const Models: FC = observer(() => {
            value={commonStore.modelSourceManifestList}
            onChange={(e, data) => commonStore.setModelSourceManifestList(data.value)} />
        </div>
+        <div className="flex gap-2 flex-wrap overflow-y-auto" style={{ minHeight: '88px' }}>
+          {tags.map(tag =>
+            <div key={tag} className="mt-auto">
+              <Button
+                appearance={commonStore.activeModelListTags.includes(tag) ? 'primary' : 'secondary'} onClick={
+                () => {
+                  if (commonStore.activeModelListTags.includes(tag))
+                    commonStore.setActiveModelListTags(commonStore.activeModelListTags.filter(t => t !== tag));
+                  else
+                    commonStore.setActiveModelListTags([...commonStore.activeModelListTags, tag]);
+                }
+              }>{t(tag)}</Button>
+            </div>)
+          }
+        </div>
        <div className="flex grow overflow-hidden">
          <DataGrid
-            items={commonStore.modelSourceList}
+            items={modelSourceList}
            columns={columns}
            sortable={true}
            defaultSortState={{ sortColumn: 'actions', sortDirection: 'ascending' }}
--- a/frontend/src/pages/PresetsManager/PresetsButton.tsx
+++ b/frontend/src/pages/PresetsManager/PresetsButton.tsx
@@ -33,10 +33,8 @@ import { observer } from 'mobx-react-lite';
 import { ClipboardGetText, ClipboardSetText } from '../../../wailsjs/runtime';
 import { toast } from 'react-toastify';
 import { CustomToastContainer } from '../../components/CustomToastContainer';
-import { v4 as uuid } from 'uuid';
-import { absPathAsset } from '../../utils';
+import { absPathAsset, setActivePreset } from '../../utils';
 import { Preset, PresetsNavigationItem } from '../../types/presets';
-import { botName, Conversation, MessageType, userName } from '../../types/chat';
 import { LazyImportComponent } from '../../components/LazyImportComponent';

 const defaultPreset: Preset = {
@@ -52,35 +50,17 @@ const defaultPreset: Preset = {
  prompt: '',
  stop: '',
  injectStart: '',
-  injectEnd: ''
+  injectEnd: '',
+  presystem: true,
+  userName: '',
+  assistantName: ''
 };

 const MessagesEditor = lazy(() => import('./MessagesEditor'));

-const setActivePreset = (preset: Preset) => {
-  commonStore.setActivePreset(preset);
-  //TODO if (preset.displayPresetMessages) {
-  const conversation: Conversation = {};
-  const conversationOrder: string[] = [];
-  for (const message of preset.messages) {
-    const newUuid = uuid();
-    conversationOrder.push(newUuid);
-    conversation[newUuid] = {
-      sender: message.role === 'user' ? userName : botName,
-      type: MessageType.Normal,
-      color: message.role === 'user' ? 'brand' : 'colorful',
-      time: new Date().toISOString(),
-      content: message.content,
-      side: message.role === 'user' ? 'right' : 'left',
-      done: true
-    };
-  }
-  commonStore.setConversation(conversation);
-  commonStore.setConversationOrder(conversationOrder);
-  //}
-};
-
-const PresetCardFrame: FC<PropsWithChildren & { onClick?: () => void }> = (props) => {
+const PresetCardFrame: FC<PropsWithChildren & {
+  onClick?: React.MouseEventHandler<HTMLButtonElement>
+}> = (props) => {
  return <Button
    className="flex flex-col gap-1 w-32 h-56 break-all"
    style={{ minWidth: 0, borderRadius: '0.75rem', justifyContent: 'unset' }}
@@ -103,7 +83,10 @@ const PresetCard: FC<{
 }) => {
  const { t } = useTranslation();

-  return <PresetCardFrame onClick={onClick}>
+  return <PresetCardFrame onClick={(e) => {
+    if (onClick && e.currentTarget.contains(e.target as Node))
+      onClick();
+  }}>
    <img src={absPathAsset(avatarImg)} className="rounded-xl select-none ml-auto mr-auto h-28" />
    <Text size={400}>{name}</Text>
    <Text size={200} style={{
@@ -116,7 +99,8 @@ const PresetCard: FC<{
      {editable ?
        <ChatPresetEditor presetIndex={presetIndex} triggerButton={
          <ToolTipButton size="small" appearance="transparent" desc={t('Edit')} icon={<Edit20Regular />}
-            onClick={() => {
+            onClick={(e) => {
+              e.stopPropagation();
              commonStore.setEditingPreset({ ...commonStore.presets[presetIndex] });
            }} />
        } />
@@ -371,7 +355,9 @@ const ChatPresets: FC = observer(() => {
  </div>;
 });

-const pages: { [label: string]: PresetsNavigationItem } = {
+const pages: {
+  [label: string]: PresetsNavigationItem
+} = {
  Chat: {
    icon: <Chat20Regular />,
    element: <ChatPresets />
@@ -386,7 +372,9 @@ const pages: { [label: string]: PresetsNavigationItem } = {
  }
 };

-const PresetsManager: FC<{ initTab: string }> = ({ initTab }) => {
+const PresetsManager: FC<{
+  initTab: string
+}> = ({ initTab }) => {
  const { t } = useTranslation();
  const [tab, setTab] = useState(initTab);

--- a/frontend/src/pages/Train.tsx
+++ b/frontend/src/pages/Train.tsx
@@ -66,6 +66,11 @@ const parseLossData = (data: string) => {
  const loss = parseFloat(lastMatch[8]);
  commonStore.setChartTitle(`Epoch ${epoch}: ${lastMatch[2]} - ${lastMatch[3]}/${lastMatch[4]} - ${lastMatch[5]}/${lastMatch[6]} - ${lastMatch[7]} Loss=${loss}`);
  addLossDataToChart(epoch, loss);
+  if (loss > 5)
+    toast(t('Loss is too high, please check the training data, and ensure your gpu driver is up to date.'), {
+      type: 'warning',
+      toastId: 'train_loss_high'
+    });
  return true;
 };

@@ -134,6 +139,7 @@ const errorsMap = Object.entries({
  'cuda_home environment variable is not set': 'Matched CUDA is not installed',
  'unsupported gpu architecture': 'Matched CUDA is not installed',
  'error building extension \'fused_adam\'': 'Matched CUDA is not installed',
+  'rwkv{version} is not supported': 'This version of RWKV is not supported yet.',
  'modelinfo is invalid': 'Failed to load model, try to increase the virtual memory (Swap of WSL) or use a smaller base model.'
 });

@@ -464,11 +470,12 @@ const LoraFinetune: FC = observer(() => {
                  return;
                if (loraParams.loraLoad) {
                  const outputPath = `models/${loraParams.baseModel}-LoRA-${loraParams.loraLoad}`;
-                  MergeLora(commonStore.settings.customPythonPath, true, loraParams.loraAlpha,
+                  MergeLora(commonStore.settings.customPythonPath, !!commonStore.monitorData && commonStore.monitorData.totalVram !== 0, loraParams.loraAlpha,
                    'models/' + loraParams.baseModel, 'lora-models/' + loraParams.loraLoad,
                    outputPath).then(async () => {
                    if (!await FileExists(outputPath)) {
-                      toast(t('Failed to merge model') + ' - ' + await GetPyError(), { type: 'error' });
+                      if (commonStore.platform === 'windows' || commonStore.platform === 'linux')
+                        toast(t('Failed to merge model') + ' - ' + await GetPyError(), { type: 'error' });
                    } else {
                      toast(t('Merge model successfully'), { type: 'success' });
                    }
--- a/frontend/src/stores/commonStore.ts
+++ b/frontend/src/stores/commonStore.ts
@@ -70,7 +70,9 @@ class CommonStore {
  conversationOrder: string[] = [];
  activePreset: Preset | null = null;
  attachmentUploading: boolean = false;
-  attachments: { [uuid: string]: Attachment[] } = {};
+  attachments: {
+    [uuid: string]: Attachment[]
+  } = {};
  currentTempAttachment: Attachment | null = null;
  chatParams: ChatParams = {
    maxResponseToken: 1000,
@@ -116,6 +118,7 @@ class CommonStore {
  modelConfigs: ModelConfig[] = [];
  modelParamsCollapsed: boolean = true;
  // models
+  activeModelListTags: string[] = [];
  modelSourceManifestList: string = 'https://cdn.jsdelivr.net/gh/josstorer/RWKV-Runner@master/manifest.json;';
  modelSourceList: ModelSourceItem[] = [];
  // downloads
@@ -327,7 +330,7 @@ class CommonStore {
      savePresets();
  }

-  setActivePreset(value: Preset) {
+  setActivePreset(value: Preset | null) {
    this.activePreset = value;
  }

@@ -379,7 +382,9 @@ class CommonStore {
    this.attachmentUploading = value;
  }

-  setAttachments(value: { [uuid: string]: Attachment[] }) {
+  setAttachments(value: {
+    [uuid: string]: Attachment[]
+  }) {
    this.attachments = value;
  }

@@ -449,6 +454,10 @@ class CommonStore {
  setPlayingTrackId(value: string) {
    this.playingTrackId = value;
  }
+
+  setActiveModelListTags(value: string[]) {
+    this.activeModelListTags = value;
+  }
 }

 export default new CommonStore();
--- a/frontend/src/types/composition.ts
+++ b/frontend/src/types/composition.ts
@@ -14,6 +14,7 @@ export type CompositionParams = {
 }
 export type Track = {
  id: string;
+  mainInstrument: string;
  content: string;
  rawContent: MidiMessage[];
  offsetTime: number;
--- a/frontend/src/types/models.ts
+++ b/frontend/src/types/models.ts
@@ -10,5 +10,6 @@ export type ModelSourceItem = {
  isLocal?: boolean;
  localSize?: number;
  lastUpdatedMs?: number;
+  tags?: string[];
  hide?: boolean;
 };
--- a/frontend/src/utils/convert-to-st.ts
+++ b/frontend/src/utils/convert-to-st.ts
@@ -1,29 +1,18 @@
 import { toast } from 'react-toastify';
 import commonStore from '../stores/commonStore';
 import { t } from 'i18next';
-import { checkDependencies } from './index';
 import { ConvertSafetensors, FileExists, GetPyError } from '../../wailsjs/go/backend_golang/App';
 import { WindowShow } from '../../wailsjs/runtime';
-import { NavigateFunction } from 'react-router';
 import { ModelConfig } from '../types/configs';

-export const convertToSt = async (navigate: NavigateFunction, selectedConfig: ModelConfig) => {
-  if (commonStore.platform === 'linux') {
-    toast(t('Linux is not yet supported for performing this operation, please do it manually.') + ' (backend-python/convert_safetensors.py)', { type: 'info' });
-    return;
-  }
-
-  const ok = await checkDependencies(navigate);
-  if (!ok)
-    return;
-
+export const convertToSt = async (selectedConfig: ModelConfig) => {
  const modelPath = `${commonStore.settings.customModelsPath}/${selectedConfig.modelParameters.modelName}`;
  if (await FileExists(modelPath)) {
-    toast(t('Start Converting'), { autoClose: 1000, type: 'info' });
+    toast(t('Start Converting'), { autoClose: 2000, type: 'info' });
    const newModelPath = modelPath.replace(/\.pth$/, '.st');
-    ConvertSafetensors(commonStore.settings.customPythonPath, modelPath, newModelPath).then(async () => {
+    ConvertSafetensors(modelPath, newModelPath).then(async () => {
      if (!await FileExists(newModelPath)) {
-        if (commonStore.platform === 'windows')
+        if (commonStore.platform === 'windows' || commonStore.platform === 'linux')
          toast(t('Convert Failed') + ' - ' + await GetPyError(), { type: 'error' });
      } else {
        toast(`${t('Convert Success')} - ${newModelPath}`, { type: 'success' });
--- a/frontend/src/utils/index.tsx
+++ b/frontend/src/utils/index.tsx
@@ -22,7 +22,11 @@ import { DownloadStatus } from '../types/downloads';
 import { ModelSourceItem } from '../types/models';
 import { Language, Languages, SettingsType } from '../types/settings';
 import { DataProcessParameters, LoraFinetuneParameters } from '../types/train';
-import { tracksMinimalTotalTime } from '../types/composition';
+import { InstrumentTypeNameMap, tracksMinimalTotalTime } from '../types/composition';
+import logo from '../assets/images/logo.png';
+import { Preset } from '../types/presets';
+import { botName, Conversation, MessageType, userName } from '../types/chat';
+import { v4 as uuid } from 'uuid';

 export type Cache = {
  version: string
@@ -40,7 +44,9 @@ export type LocalConfig = {
 }

 export async function refreshBuiltInModels(readCache: boolean = false) {
-  let cache: { models: ModelSourceItem[] } = { models: [] };
+  let cache: {
+    models: ModelSourceItem[]
+  } = { models: [] };
  if (readCache)
    await ReadJson('cache.json').then((cacheData: Cache) => {
      if (cacheData.models)
@@ -73,7 +79,8 @@ export async function refreshLocalModels(cache: {
          size: d.size,
          lastUpdated: d.modTime,
          isComplete: true,
-          isLocal: true
+          isLocal: true,
+          tags: ['Local']
        }] as ModelSourceItem[];
      return [];
    }));
@@ -83,12 +90,15 @@ export async function refreshLocalModels(cache: {
  for (let i = 0; i < cache.models.length; i++) {
    if (!cache.models[i].lastUpdatedMs)
      cache.models[i].lastUpdatedMs = Date.parse(cache.models[i].lastUpdated);
+    if (!cache.models[i].tags)
+      cache.models[i].tags = ['Other'];

    for (let j = i + 1; j < cache.models.length; j++) {
      if (!cache.models[j].lastUpdatedMs)
        cache.models[j].lastUpdatedMs = Date.parse(cache.models[j].lastUpdated);

      if (cache.models[i].name === cache.models[j].name) {
+        const tags = Array.from(new Set([...cache.models[i].tags as string[], ...cache.models[j].tags as string[]]));
        if (cache.models[i].size <= cache.models[j].size) { // j is local file
          if (cache.models[i].lastUpdatedMs! < cache.models[j].lastUpdatedMs!) {
            cache.models[i] = Object.assign({}, cache.models[i], cache.models[j]);
@@ -98,6 +108,7 @@ export async function refreshLocalModels(cache: {
        } // else is not complete local file
        cache.models[i].isLocal = true;
        cache.models[i].localSize = cache.models[j].size;
+        cache.models[i].tags = tags;
        cache.models.splice(j, 1);
        j--;
      }
@@ -132,7 +143,9 @@ function initLastUnfinishedModelDownloads() {
  commonStore.setLastUnfinishedModelDownloads(list);
 }

-export async function refreshRemoteModels(cache: { models: ModelSourceItem[] }) {
+export async function refreshRemoteModels(cache: {
+  models: ModelSourceItem[]
+}) {
  const manifestUrls = commonStore.modelSourceManifestList.split(/[,，;；\n]/);
  const requests = manifestUrls.filter(url => url.endsWith('.json')).map(
    url => fetch(url, { cache: 'no-cache' }).then(r => r.json()));
@@ -305,6 +318,8 @@ export function getServerRoot(defaultLocalPort: number) {
 export function absPathAsset(path: string) {
  if (commonStore.platform === 'web')
    return path;
+  if (path === logo)
+    return path;
  if ((path.length > 0 && path[0] === '/') ||
    (path.length > 1 && path[1] === ':')) {
    return '=>' + path;
@@ -418,7 +433,10 @@ export const checkDependencies = async (navigate: NavigateFunction) => {
          toastWithButton(`${t('Downloading')} Python`, t('Check'), () => {
            navigate({ pathname: '/downloads' });
          }, { autoClose: 3000 });
-          AddToDownloadList('python-3.10.11-embed-amd64.zip', 'https://www.python.org/ftp/python/3.10.11/python-3.10.11-embed-amd64.zip');
+          AddToDownloadList('python-3.10.11-embed-amd64.zip',
+            !commonStore.settings.cnMirror
+              ? 'https://www.python.org/ftp/python/3.10.11/python-3.10.11-embed-amd64.zip'
+              : 'https://mirrors.huaweicloud.com/python/3.10.11/python-3.10.11-embed-amd64.zip');
        });
      } else if (depErrorMsg.includes('DepCheck Error')) {
        if (depErrorMsg.includes('vc_redist') || depErrorMsg.includes('DLL load failed while importing')) {
@@ -504,11 +522,25 @@ export function flushMidiRecordingContent() {
    .reduce((sum, current) =>
        sum + (current.messageType === 'ElapsedTime' ? current.value : 0)
      , 0);
+
+    const sortedInstrumentFrequency = Object.entries(commonStore.recordingRawContent
+    .filter(c => c.messageType === 'NoteOn')
+    .map(c => c.instrument)
+    .reduce((frequencyCount, current) => (frequencyCount[current] = (frequencyCount[current] || 0) + 1, frequencyCount)
+      , {} as {
+        [key: string]: number
+      }))
+    .sort((a, b) => b[1] - a[1]);
+    let mainInstrument: string = '';
+    if (sortedInstrumentFrequency.length > 0)
+      mainInstrument = InstrumentTypeNameMap[Number(sortedInstrumentFrequency[0][0])];
+
    tracks[recordingTrackIndex] = {
      ...recordingTrack,
      content: commonStore.recordingContent,
      rawContent: commonStore.recordingRawContent,
-      contentTime: contentTime
+      contentTime: contentTime,
+      mainInstrument: mainInstrument
    };
    commonStore.setTracks(tracks);
    refreshTracksTotalTime();
@@ -524,7 +556,7 @@ export async function getSoundFont() {
  else
    soundUrl = !commonStore.settings.giteeUpdatesSource ?
      `https://raw.githubusercontent.com/josStorer/sgm_plus/master` :
-      `https://gitee.com/josc146/sgm_plus/raw/master`;
+      `https://cdn.jsdelivr.net/gh/josstorer/sgm_plus`;
  const fallbackUrl = 'https://cdn.jsdelivr.net/gh/josstorer/sgm_plus';
  await fetch(soundUrl + '/soundfont.json').then(r => {
    if (!r.ok)
@@ -533,6 +565,30 @@ export async function getSoundFont() {
  return soundUrl;
 }

+export const setActivePreset = (preset: Preset | null) => {
+  commonStore.setActivePreset(preset);
+  //TODO if (preset.displayPresetMessages) {
+  const conversation: Conversation = {};
+  const conversationOrder: string[] = [];
+  if (preset)
+    for (const message of preset.messages) {
+      const newUuid = uuid();
+      conversationOrder.push(newUuid);
+      conversation[newUuid] = {
+        sender: message.role === 'user' ? userName : botName,
+        type: MessageType.Normal,
+        color: message.role === 'user' ? 'brand' : 'colorful',
+        time: new Date().toISOString(),
+        content: message.content,
+        side: message.role === 'user' ? 'right' : 'left',
+        done: true
+      };
+    }
+  commonStore.setConversation(conversation);
+  commonStore.setConversationOrder(conversationOrder);
+  //}
+};
+
 export function getSupportedCustomCudaFile(isBeta: boolean) {
  if ([' 10', ' 16', ' 20', ' 30', 'MX', 'Tesla P', 'Quadro P', 'NVIDIA P', 'TITAN X', 'TITAN RTX', 'RTX A',
    'Quadro RTX 4000', 'Quadro RTX 5000', 'Tesla T4', 'NVIDIA A10', 'NVIDIA A40'].some(v => commonStore.status.device_name.includes(v)))
--- a/frontend/src/webWails.js
+++ b/frontend/src/webWails.js
@@ -48,6 +48,8 @@ if (!window.go) {
  // not implemented
  defineApp('AddToDownloadList', async () => {
  })
+  defineApp('CloseMidiPort', async () => {
+  })
  defineApp('ContinueDownload', async () => {
  })
  defineApp('ConvertData', async () => {
@@ -74,8 +76,12 @@ if (!window.go) {
  })
  defineApp('OpenFileFolder', async () => {
  })
+  defineApp('OpenMidiPort', async () => {
+  })
  defineApp('PauseDownload', async () => {
  })
+  defineApp('PlayNote', async () => {
+  })
  defineApp('ReadFileInfo', async () => {
  })
  defineApp('RestartApp', async () => {
--- a/frontend/vite.config.ts
+++ b/frontend/vite.config.ts
@@ -56,7 +56,10 @@ export default defineConfig({
        manualChunks: {
          vendor,
          ...renderChunks(dependencies)
-        }
+        },
+        entryFileNames: `assets/[name].js`,
+        chunkFileNames: `assets/[name].js`,
+        assetFileNames: `assets/[name].[ext]`
      }
    }
  }
--- a/frontend/wailsjs/go/backend_golang/App.d.ts
+++ b/frontend/wailsjs/go/backend_golang/App.d.ts
@@ -12,7 +12,7 @@ export function ConvertData(arg1:string,arg2:string,arg3:string,arg4:string):Pro

 export function ConvertModel(arg1:string,arg2:string,arg3:string,arg4:string):Promise<string>;

-export function ConvertSafetensors(arg1:string,arg2:string,arg3:string):Promise<string>;
+export function ConvertSafetensors(arg1:string,arg2:string):Promise<string>;

 export function CopyFile(arg1:string,arg2:string):Promise<void>;

--- a/frontend/wailsjs/go/backend_golang/App.js
+++ b/frontend/wailsjs/go/backend_golang/App.js
@@ -22,8 +22,8 @@ export function ConvertModel(arg1, arg2, arg3, arg4) {
  return window['go']['backend_golang']['App']['ConvertModel'](arg1, arg2, arg3, arg4);
 }

-export function ConvertSafetensors(arg1, arg2, arg3) {
-  return window['go']['backend_golang']['App']['ConvertSafetensors'](arg1, arg2, arg3);
+export function ConvertSafetensors(arg1, arg2) {
+  return window['go']['backend_golang']['App']['ConvertSafetensors'](arg1, arg2);
 }

 export function CopyFile(arg1, arg2) {
--- a/manifest.json
+++ b/manifest.json
@@ -1,5 +1,5 @@
 {
-  "version": "1.5.6",
+  "version": "1.5.8",
  "introduction": {
    "en": "RWKV is an open-source, commercially usable large language model with high flexibility and great potential for development.\n### About This Tool\nThis tool aims to lower the barrier of entry for using large language models, making it accessible to everyone. It provides fully automated dependency and model management. You simply need to click and run, following the instructions, to deploy a local large language model. The tool itself is very compact and only requires a single executable file for one-click deployment.\nAdditionally, this tool offers an interface that is fully compatible with the OpenAI API. This means you can use any ChatGPT client as a client for RWKV, enabling capability expansion beyond just chat functionality.\n### Preset Configuration Rules at the Bottom\nThis tool comes with a series of preset configurations to reduce complexity. The naming rules for each configuration represent the following in order: device - required VRAM/memory - model size - model language.\nFor example, \"GPU-8G-3B-EN\" indicates that this configuration is for a graphics card with 8GB of VRAM, a model size of 3 billion parameters, and it uses an English language model.\nLarger model sizes have higher performance and VRAM requirements. Among configurations with the same model size, those with higher VRAM usage will have faster runtime.\nFor example, if you have 12GB of VRAM but running the \"GPU-12G-7B-EN\" configuration is slow, you can downgrade to \"GPU-8G-3B-EN\" for a significant speed improvement.\n### About RWKV\nRWKV is an RNN with Transformer-level LLM performance, which can also be directly trained like a GPT transformer (parallelizable). And it's 100% attention-free. You only need the hidden state at position t to compute the state at position t+1. You can use the \"GPT\" mode to quickly compute the hidden state for the \"RNN\" mode.<br/>So it's combining the best of RNN and transformer - great performance, fast inference, saves VRAM, fast training, \"infinite\" ctx_len, and free sentence embedding (using the final hidden state).",
    "zh": "RWKV是一个开源且允许商用的大语言模型，灵活性很高且极具发展潜力。\n### 关于本工具\n本工具旨在降低大语言模型的使用门槛，做到人人可用，本工具提供了全自动化的依赖和模型管理，你只需要直接点击运行，跟随引导，即可完成本地大语言模型的部署，工具本身体积极小，只需要一个exe即可完成一键部署。\n此外，本工具提供了与OpenAI API完全兼容的接口，这意味着你可以把任意ChatGPT客户端用作RWKV的客户端，实现能力拓展，而不局限于聊天。\n### 底部的预设配置规则\n本工具内置了一系列预设配置，以降低使用难度，每个配置名的规则，依次代表着：设备-所需显存/内存-模型规模-模型语言。\n例如，GPU-8G-3B-CN，表示该配置用于显卡，需要8G显存，模型规模为30亿参数，使用的是中文模型。\n模型规模越大，性能要求越高，显存要求也越高，而同样模型规模的配置中，显存占用越高的，运行速度越快。\n例如当你有12G显存，但运行GPU-12G-7B-CN配置速度比较慢，可降级成GPU-8G-3B-CN，将会大幅提速。\n### 关于RWKV\nRWKV是具有Transformer级别LLM性能的RNN，也可以像GPT Transformer一样直接进行训练（可并行化）。而且它是100% attention-free的。你只需在位置t处获得隐藏状态即可计算位置t + 1处的状态。你可以使用“GPT”模式快速计算用于“RNN”模式的隐藏状态。\n因此，它将RNN和Transformer的优点结合起来 - 高性能、快速推理、节省显存、快速训练、“无限”上下文长度以及免费的语句嵌入（使用最终隐藏状态）。"
@@ -26,7 +26,12 @@
      "SHA256": "c844a3ee05bcb9065848cb05b10c48a3f381f5ac1953aad89e156ecdf31d7703",
      "lastUpdated": "2023-08-03T15:18:46",
      "url": "https://huggingface.co/BlinkDL/rwkv-5-world/blob/main/RWKV-5-World-0.1B-v1-20230803-ctx4096.pth?download=true",
-      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-5-world/resolve/main/RWKV-5-World-0.1B-v1-20230803-ctx4096.pth?download=true"
+      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-5-world/resolve/main/RWKV-5-World-0.1B-v1-20230803-ctx4096.pth?download=true",
+      "tags": [
+        "Main",
+        "RWKV-5",
+        "Global"
+      ]
    },
    {
      "name": "RWKV-5-World-0.4B-v2-20231113-ctx4096.pth",
@@ -39,7 +44,12 @@
      "SHA256": "5a288c54c7f30b0e2d4af23991133fad2af2d5e59ec7ad850ffe78054a5e4f92",
      "lastUpdated": "2023-11-14T01:23:49",
      "url": "https://huggingface.co/BlinkDL/rwkv-5-world/blob/main/RWKV-5-World-0.4B-v2-20231113-ctx4096.pth?download=true",
-      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-5-world/resolve/main/RWKV-5-World-0.4B-v2-20231113-ctx4096.pth?download=true"
+      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-5-world/resolve/main/RWKV-5-World-0.4B-v2-20231113-ctx4096.pth?download=true",
+      "tags": [
+        "Main",
+        "RWKV-5",
+        "Global"
+      ]
    },
    {
      "name": "RWKV-5-World-1B5-v2-20231025-ctx4096.pth",
@@ -52,7 +62,12 @@
      "SHA256": "5a89f56be7f82ab9dd0835af9a6838f788477471616c02f7b041e3aea0c57435",
      "lastUpdated": "2023-10-26T05:49:30",
      "url": "https://huggingface.co/BlinkDL/rwkv-5-world/blob/main/RWKV-5-World-1B5-v2-20231025-ctx4096.pth",
-      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-5-world/resolve/main/RWKV-5-World-1B5-v2-20231025-ctx4096.pth"
+      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-5-world/resolve/main/RWKV-5-World-1B5-v2-20231025-ctx4096.pth",
+      "tags": [
+        "Main",
+        "RWKV-5",
+        "Global"
+      ]
    },
    {
      "name": "RWKV-5-World-3B-v2-20231113-ctx4096.pth",
@@ -65,7 +80,12 @@
      "SHA256": "a4bd430343c6fd138b85bbc68bb20262d3a2f053ea57dc4b41078269af68ff9c",
      "lastUpdated": "2023-11-14T01:23:49",
      "url": "https://huggingface.co/BlinkDL/rwkv-5-world/blob/main/RWKV-5-World-3B-v2-20231113-ctx4096.pth?download=true",
-      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-5-world/resolve/main/RWKV-5-World-3B-v2-20231113-ctx4096.pth?download=true"
+      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-5-world/resolve/main/RWKV-5-World-3B-v2-20231113-ctx4096.pth?download=true",
+      "tags": [
+        "Main",
+        "RWKV-5",
+        "Global"
+      ]
    },
    {
      "name": "RWKV-5-World-3B-v2-20231118-ctx16k.pth",
@@ -78,7 +98,12 @@
      "SHA256": "efa5178d1c824b94ef17c6c9a456674e5581a8be832becbda9aba4dc533f88c2",
      "lastUpdated": "2023-11-19T04:21:04",
      "url": "https://huggingface.co/BlinkDL/rwkv-5-world/blob/main/RWKV-5-World-3B-v2-20231118-ctx16k.pth?download=true",
-      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-5-world/resolve/main/RWKV-5-World-3B-v2-20231118-ctx16k.pth?download=true"
+      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-5-world/resolve/main/RWKV-5-World-3B-v2-20231118-ctx16k.pth?download=true",
+      "tags": [
+        "Main",
+        "RWKV-5",
+        "Global"
+      ]
    },
    {
      "name": "RWKV-4-World-CHNtuned-0.1B-v1-20230617-ctx4096.pth",
@@ -91,7 +116,12 @@
      "SHA256": "a3888f9958d378ee6d4976ae1c02edb698f4382e426086febafb4a69417b9080",
      "lastUpdated": "2023-06-17T18:35:26",
      "url": "https://huggingface.co/BlinkDL/rwkv-4-world/blob/main/RWKV-4-World-CHNtuned-0.1B-v1-20230617-ctx4096.pth",
-      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-world/resolve/main/RWKV-4-World-CHNtuned-0.1B-v1-20230617-ctx4096.pth"
+      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-world/resolve/main/RWKV-4-World-CHNtuned-0.1B-v1-20230617-ctx4096.pth",
+      "tags": [
+        "Main",
+        "RWKV-4",
+        "CN"
+      ]
    },
    {
      "name": "RWKV-4-World-0.1B-v1-20230520-ctx4096.pth",
@@ -104,7 +134,12 @@
      "SHA256": "a10ef99df2a8f8a6801edf4fc92a9c49bedd63dcb900d3e5667a2136b3d671e7",
      "lastUpdated": "2023-05-25T09:21:27",
      "url": "https://huggingface.co/BlinkDL/rwkv-4-world/blob/main/RWKV-4-World-0.1B-v1-20230520-ctx4096.pth",
-      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-world/resolve/main/RWKV-4-World-0.1B-v1-20230520-ctx4096.pth"
+      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-world/resolve/main/RWKV-4-World-0.1B-v1-20230520-ctx4096.pth",
+      "tags": [
+        "Main",
+        "RWKV-4",
+        "Global"
+      ]
    },
    {
      "name": "RWKV-4-World-CHNtuned-0.4B-v1-20230618-ctx4096.pth",
@@ -117,7 +152,12 @@
      "SHA256": "dbd5302cbee596bbc900f97eb10b2af3001a7f2c7e4d8643bf8683b2cdbdd324",
      "lastUpdated": "2023-06-18T10:46:50",
      "url": "https://huggingface.co/BlinkDL/rwkv-4-world/blob/main/RWKV-4-World-CHNtuned-0.4B-v1-20230618-ctx4096.pth",
-      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-world/resolve/main/RWKV-4-World-CHNtuned-0.4B-v1-20230618-ctx4096.pth"
+      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-world/resolve/main/RWKV-4-World-CHNtuned-0.4B-v1-20230618-ctx4096.pth",
+      "tags": [
+        "Main",
+        "RWKV-4",
+        "CN"
+      ]
    },
    {
      "name": "RWKV-4-World-0.4B-v1-20230529-ctx4096.pth",
@@ -130,7 +170,12 @@
      "SHA256": "4b4a2733cf5e5dc97dd62106f391d99895d16b11c5ccd10c89f28c52067a4919",
      "lastUpdated": "2023-05-29T13:25:53",
      "url": "https://huggingface.co/BlinkDL/rwkv-4-world/blob/main/RWKV-4-World-0.4B-v1-20230529-ctx4096.pth",
-      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-world/resolve/main/RWKV-4-World-0.4B-v1-20230529-ctx4096.pth"
+      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-world/resolve/main/RWKV-4-World-0.4B-v1-20230529-ctx4096.pth",
+      "tags": [
+        "Main",
+        "RWKV-4",
+        "Global"
+      ]
    },
    {
      "name": "RWKV-4-World-CHNtuned-1.5B-v1-20230620-ctx4096.pth",
@@ -143,7 +188,12 @@
      "SHA256": "9f31f2ed5fe52dcf2d50208eb2efd764b9674dba2adb1baeff61997b4390a26b",
      "lastUpdated": "2023-06-20T06:35:37",
      "url": "https://huggingface.co/BlinkDL/rwkv-4-world/blob/main/RWKV-4-World-CHNtuned-1.5B-v1-20230620-ctx4096.pth",
-      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-world/resolve/main/RWKV-4-World-CHNtuned-1.5B-v1-20230620-ctx4096.pth"
+      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-world/resolve/main/RWKV-4-World-CHNtuned-1.5B-v1-20230620-ctx4096.pth",
+      "tags": [
+        "Main",
+        "RWKV-4",
+        "CN"
+      ]
    },
    {
      "name": "RWKV-4-World-1.5B-v1-OnlyForTest_57%_trained-20230529-ctx4096.pth",
@@ -182,6 +232,11 @@
      "lastUpdated": "2023-06-07T09:33:32",
      "url": "https://huggingface.co/BlinkDL/rwkv-4-world/blob/main/RWKV-4-World-1.5B-v1-20230607-ctx4096.pth",
      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-world/resolve/main/RWKV-4-World-1.5B-v1-20230607-ctx4096.pth",
+      "tags": [
+        "Main",
+        "RWKV-4",
+        "Global"
+      ],
      "hide": true
    },
    {
@@ -195,7 +250,12 @@
      "SHA256": "71f0c3229f9227cbcb8ae5fee6461197129a57e26366c4d23a49058417b046c9",
      "lastUpdated": "2023-06-12T06:31:32",
      "url": "https://huggingface.co/BlinkDL/rwkv-4-world/blob/main/RWKV-4-World-1.5B-v1-fixed-20230612-ctx4096.pth",
-      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-world/resolve/main/RWKV-4-World-1.5B-v1-fixed-20230612-ctx4096.pth"
+      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-world/resolve/main/RWKV-4-World-1.5B-v1-fixed-20230612-ctx4096.pth",
+      "tags": [
+        "Main",
+        "RWKV-4",
+        "Global"
+      ]
    },
    {
      "name": "RWKV-4-World-3B-v1-OnlyForTest_35%_trained-20230529-ctx4096.pth",
@@ -260,7 +320,12 @@
      "SHA256": "1b227af317fa25b6939ab3c7cd321226ca48b8fe4bbbd2df3db669f1482c54ba",
      "lastUpdated": "2023-06-20T03:00:51",
      "url": "https://huggingface.co/BlinkDL/rwkv-4-world/blob/main/RWKV-4-World-3B-v1-20230619-ctx4096.pth",
-      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-world/resolve/main/RWKV-4-World-3B-v1-20230619-ctx4096.pth"
+      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-world/resolve/main/RWKV-4-World-3B-v1-20230619-ctx4096.pth",
+      "tags": [
+        "Main",
+        "RWKV-4",
+        "Global"
+      ]
    },
    {
      "name": "RWKV-4-World-CHNtuned-3B-v1-20230625-ctx4096.pth",
@@ -273,7 +338,12 @@
      "SHA256": "7d3b5a4d0e9780a3e3d9ae7c2defbe8564d240bc9a238db4ba70cfb66dc33888",
      "lastUpdated": "2023-06-25T14:53:27",
      "url": "https://huggingface.co/BlinkDL/rwkv-4-world/blob/main/RWKV-4-World-CHNtuned-3B-v1-20230625-ctx4096.pth",
-      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-world/resolve/main/RWKV-4-World-CHNtuned-3B-v1-20230625-ctx4096.pth"
+      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-world/resolve/main/RWKV-4-World-CHNtuned-3B-v1-20230625-ctx4096.pth",
+      "tags": [
+        "Main",
+        "RWKV-4",
+        "CN"
+      ]
    },
    {
      "name": "RWKV-4-World-7B-v1-OnlyForTest_30%_trained-20230529-ctx4096.pth",
@@ -364,7 +434,12 @@
      "SHA256": "db7b011247a0fe4389e1d76e3d6a904185f85d509c8a44ad18bf401094efc293",
      "lastUpdated": "2023-06-26T16:40:04",
      "url": "https://huggingface.co/BlinkDL/rwkv-4-world/blob/main/RWKV-4-World-7B-v1-20230626-ctx4096.pth",
-      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-world/resolve/main/RWKV-4-World-7B-v1-20230626-ctx4096.pth"
+      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-world/resolve/main/RWKV-4-World-7B-v1-20230626-ctx4096.pth",
+      "tags": [
+        "Main",
+        "RWKV-4",
+        "Global"
+      ]
    },
    {
      "name": "RWKV-claude-4-World-7B-20230805-ctx65k.pth",
@@ -377,7 +452,12 @@
      "SHA256": "8cd25f8a1ab58965993cc47b3b2f99585836eed008a2e44526c258189ea751a6",
      "lastUpdated": "2023-08-05T08:52:20",
      "url": "https://huggingface.co/xiaol/RWKV-claude-4-World-7B-65k/blob/main/RWKV-claude-4-World-7B-20230805-ctx65k.pth",
-      "downloadUrl": "https://huggingface.co/xiaol/RWKV-claude-4-World-7B-65k/resolve/main/RWKV-claude-4-World-7B-20230805-ctx65k.pth"
+      "downloadUrl": "https://huggingface.co/xiaol/RWKV-claude-4-World-7B-65k/resolve/main/RWKV-claude-4-World-7B-20230805-ctx65k.pth",
+      "tags": [
+        "Finetuned",
+        "RWKV-4",
+        "Global"
+      ]
    },
    {
      "name": "RWKV-toolformer-translation-japanese-chinese-english-7B-World-20230815-ctx128k.pth",
@@ -390,7 +470,12 @@
      "SHA256": "648a3b21055bdab77021ce278da80fbada8dcaae0b3d41d1eca9aa194c1fd25f",
      "lastUpdated": "2023-08-15T07:18:23",
      "url": "https://huggingface.co/xiaol/RWKV-toolformer-translation-japanese-chinese-english-7B-World-128k/blob/main/RWKV-toolformer-translation-japanese-chinese-english-7B-World-20230815-ctx128k.pth",
-      "downloadUrl": "https://huggingface.co/xiaol/RWKV-toolformer-translation-japanese-chinese-english-7B-World-128k/resolve/main/RWKV-toolformer-translation-japanese-chinese-english-7B-World-20230815-ctx128k.pth"
+      "downloadUrl": "https://huggingface.co/xiaol/RWKV-toolformer-translation-japanese-chinese-english-7B-World-128k/resolve/main/RWKV-toolformer-translation-japanese-chinese-english-7B-World-20230815-ctx128k.pth",
+      "tags": [
+        "Finetuned",
+        "RWKV-4",
+        "Global"
+      ]
    },
    {
      "name": "RWKV-code-4-World-7B-20230820-ctx32k.pth",
@@ -403,7 +488,12 @@
      "SHA256": "19666620437ae3a5fb06e16a52729d67e449fca155fab3d5861ffe9ecf247404",
      "lastUpdated": "2023-08-20T05:00:17",
      "url": "https://huggingface.co/xiaol/RWKV-Code-7B-world-32k/blob/main/RWKV-code-4-World-7B-20230820-ctx32k.pth",
-      "downloadUrl": "https://huggingface.co/xiaol/RWKV-Code-7B-world-32k/resolve/main/RWKV-code-4-World-7B-20230820-ctx32k.pth"
+      "downloadUrl": "https://huggingface.co/xiaol/RWKV-Code-7B-world-32k/resolve/main/RWKV-code-4-World-7B-20230820-ctx32k.pth",
+      "tags": [
+        "Finetuned",
+        "RWKV-4",
+        "Global"
+      ]
    },
    {
      "name": "wizard-rwkv-4-world-ctx32k.pth",
@@ -416,7 +506,12 @@
      "SHA256": "c5d991f315a1676d4bed93dd91f803b1376096e7a4af5bf72b339d055f53bac7",
      "lastUpdated": "2023-07-29T03:21:47",
      "url": "https://huggingface.co/xiaol/wizard-rwkv-world-7B-ctx32k/blob/main/wizard-rwkv-4-world-ctx32k.pth",
-      "downloadUrl": "https://huggingface.co/xiaol/wizard-rwkv-world-7B-ctx32k/resolve/main/wizard-rwkv-4-world-ctx32k.pth"
+      "downloadUrl": "https://huggingface.co/xiaol/wizard-rwkv-world-7B-ctx32k/resolve/main/wizard-rwkv-4-world-ctx32k.pth",
+      "tags": [
+        "Finetuned",
+        "RWKV-4",
+        "Global"
+      ]
    },
    {
      "name": "RWKV-4-World-CHNtuned-7B-v1-20230709-ctx4096.pth",
@@ -429,7 +524,12 @@
      "SHA256": "52d33e8352a40158d21425fee4f68df1515d6324056f788d2c78a366ef578ffa",
      "lastUpdated": "2023-07-09T18:23:33",
      "url": "https://huggingface.co/BlinkDL/rwkv-4-world/blob/main/RWKV-4-World-CHNtuned-7B-v1-20230709-ctx4096.pth",
-      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-world/resolve/main/RWKV-4-World-CHNtuned-7B-v1-20230709-ctx4096.pth"
+      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-world/resolve/main/RWKV-4-World-CHNtuned-7B-v1-20230709-ctx4096.pth",
+      "tags": [
+        "Main",
+        "RWKV-4",
+        "CN"
+      ]
    },
    {
      "name": "Readflow-RWKV-4-World-CHNtuned-7B-v1-20230709-ctx32k.pth",
@@ -442,7 +542,12 @@
      "SHA256": "1bd1de8cdbd56b67e1374588fe5d202884049c71278ffcb12f5c4efbdb422ee1",
      "lastUpdated": "2023-07-20T06:11:29",
      "url": "https://huggingface.co/xiaol/readflow-rwkv-4-world-ctx32k/blob/main/Readflow-RWKV-4-World-CHNtuned-7B-v1-20230709-ctx32k.pth",
-      "downloadUrl": "https://huggingface.co/xiaol/readflow-rwkv-4-world-ctx32k/resolve/main/Readflow-RWKV-4-World-CHNtuned-7B-v1-20230709-ctx32k.pth"
+      "downloadUrl": "https://huggingface.co/xiaol/readflow-rwkv-4-world-ctx32k/resolve/main/Readflow-RWKV-4-World-CHNtuned-7B-v1-20230709-ctx32k.pth",
+      "tags": [
+        "Finetuned",
+        "RWKV-4",
+        "CN"
+      ]
    },
    {
      "name": "novel-RWKV-4-World-CHNtuned-7B-v1-20230709-ctx32k.pth",
@@ -455,7 +560,12 @@
      "SHA256": "0fe2415ce61af52a8c38c071b475c01b4c9f8a4f2b4aaed6181f0334f3faf7f4",
      "lastUpdated": "2023-07-28T13:30:59",
      "url": "https://huggingface.co/xiaol/ruotangwx-rwkv-7b-novel-32k/blob/main/novel-RWKV-4-World-CHNtuned-7B-v1-20230709-ctx32k.pth",
-      "downloadUrl": "https://huggingface.co/xiaol/ruotangwx-rwkv-7b-novel-32k/resolve/main/novel-RWKV-4-World-CHNtuned-7B-v1-20230709-ctx32k.pth"
+      "downloadUrl": "https://huggingface.co/xiaol/ruotangwx-rwkv-7b-novel-32k/resolve/main/novel-RWKV-4-World-CHNtuned-7B-v1-20230709-ctx32k.pth",
+      "tags": [
+        "Finetuned",
+        "RWKV-4",
+        "CN"
+      ]
    },
    {
      "name": "chatgal-RWKV-4-World-CHNtuned-7B-v1-20230709-ctx32k-1000.pth",
@@ -468,7 +578,12 @@
      "SHA256": "aaed29cfd1bddee47c48f564aa800eb001f62fd03290d772647d5678e40d66e8",
      "lastUpdated": "2023-07-21T08:59:18",
      "url": "https://huggingface.co/xiaol/chatgal-rwkv-7b-world-32k/blob/main/chatgal-RWKV-4-World-CHNtuned-7B-v1-20230709-ctx32k-1000.pth",
-      "downloadUrl": "https://huggingface.co/xiaol/chatgal-rwkv-7b-world-32k/resolve/main/chatgal-RWKV-4-World-CHNtuned-7B-v1-20230709-ctx32k-1000.pth"
+      "downloadUrl": "https://huggingface.co/xiaol/chatgal-rwkv-7b-world-32k/resolve/main/chatgal-RWKV-4-World-CHNtuned-7B-v1-20230709-ctx32k-1000.pth",
+      "tags": [
+        "Finetuned",
+        "RWKV-4",
+        "CN"
+      ]
    },
    {
      "name": "chatgal-RWKV-4-World-CHNtuned-7B-v1-20230709-ctx32k-500.pth",
@@ -481,7 +596,12 @@
      "SHA256": "b5d347d5dedb4f398ec31489ab87b75b1dee772ae7d0a34c26635cf5d95c8794",
      "lastUpdated": "2023-07-21T07:31:05",
      "url": "https://huggingface.co/xiaol/chatgal-rwkv-7b-world-32k/blob/main/chatgal-RWKV-4-World-CHNtuned-7B-v1-20230709-ctx32k-500.pth",
-      "downloadUrl": "https://huggingface.co/xiaol/chatgal-rwkv-7b-world-32k/resolve/main/chatgal-RWKV-4-World-CHNtuned-7B-v1-20230709-ctx32k-500.pth"
+      "downloadUrl": "https://huggingface.co/xiaol/chatgal-rwkv-7b-world-32k/resolve/main/chatgal-RWKV-4-World-CHNtuned-7B-v1-20230709-ctx32k-500.pth",
+      "tags": [
+        "Finetuned",
+        "RWKV-4",
+        "CN"
+      ]
    },
    {
      "name": "RWKV-4-World-JPNtuned-7B-v1-20230718-ctx4096.pth",
@@ -494,7 +614,12 @@
      "SHA256": "3e4c7664ce893ac1f6bb59cd76664fb5c872cb076bb82dbd534db0555b6e9fa5",
      "lastUpdated": "2023-07-18T20:01:12",
      "url": "https://huggingface.co/BlinkDL/rwkv-4-world/blob/main/RWKV-4-World-JPNtuned-7B-v1-20230718-ctx4096.pth",
-      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-world/resolve/main/RWKV-4-World-JPNtuned-7B-v1-20230718-ctx4096.pth"
+      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-world/resolve/main/RWKV-4-World-JPNtuned-7B-v1-20230718-ctx4096.pth",
+      "tags": [
+        "Main",
+        "RWKV-4",
+        "JP"
+      ]
    },
    {
      "name": "RWKV-novel-4-World-7B-20230810-ctx128k.pth",
@@ -507,7 +632,12 @@
      "SHA256": "5e429c49e4cab2f29a93f87a80635422c8710d70e5b1d962c078e47d957389c8",
      "lastUpdated": "2023-08-10T06:30:32",
      "url": "https://huggingface.co/xiaol/rwkv-7B-world-novel-128k/blob/main/RWKV-novel-4-World-7B-20230810-ctx128k.pth",
-      "downloadUrl": "https://huggingface.co/xiaol/rwkv-7B-world-novel-128k/resolve/main/RWKV-novel-4-World-7B-20230810-ctx128k.pth"
+      "downloadUrl": "https://huggingface.co/xiaol/rwkv-7B-world-novel-128k/resolve/main/RWKV-novel-4-World-7B-20230810-ctx128k.pth",
+      "tags": [
+        "Finetuned",
+        "RWKV-4",
+        "Global"
+      ]
    },
    {
      "name": "RWKV-4-Novel-7B-v1-ChnEng-ChnPro-20230410-ctx4096.pth",
@@ -519,7 +649,13 @@
      "SHA256": "cd40b661930dea46c0f930c51d99cef6b484fe3d641388981dee5a0c68e2b1c7",
      "lastUpdated": "2023-04-10T13:55:52",
      "url": "https://huggingface.co/BlinkDL/rwkv-4-novel/blob/main/RWKV-4-Novel-7B-v1-ChnEng-ChnPro-20230410-ctx4096.pth",
-      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-novel/resolve/main/RWKV-4-Novel-7B-v1-ChnEng-ChnPro-20230410-ctx4096.pth"
+      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-novel/resolve/main/RWKV-4-Novel-7B-v1-ChnEng-ChnPro-20230410-ctx4096.pth",
+      "tags": [
+        "Main",
+        "RWKV-4",
+        "Raven",
+        "Global"
+      ]
    },
    {
      "name": "RWKV-4-Novel-3B-v1-ChnEng-20230412-ctx4096.pth",
@@ -531,7 +667,13 @@
      "SHA256": "283c6e6fa10c52a93e9a01d9630f288473267ea152a49c6579b5c0427bdc9c61",
      "lastUpdated": "2023-04-12T13:18:29",
      "url": "https://huggingface.co/BlinkDL/rwkv-4-novel/blob/main/RWKV-4-Novel-3B-v1-ChnEng-20230412-ctx4096.pth",
-      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-novel/resolve/main/RWKV-4-Novel-3B-v1-ChnEng-20230412-ctx4096.pth"
+      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-novel/resolve/main/RWKV-4-Novel-3B-v1-ChnEng-20230412-ctx4096.pth",
+      "tags": [
+        "Main",
+        "RWKV-4",
+        "Raven",
+        "Global"
+      ]
    },
    {
      "name": "RWKV-4-Novel-7B-v1-ChnEng-20230426-ctx8192.pth",
@@ -543,7 +685,13 @@
      "SHA256": "bd08c75a296bd193dcfadb993fe06d7f9dd91ca3385231f24c592c89d25cd596",
      "lastUpdated": "2023-04-26T18:57:01",
      "url": "https://huggingface.co/BlinkDL/rwkv-4-novel/blob/main/RWKV-4-Novel-7B-v1-ChnEng-20230426-ctx8192.pth",
-      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-novel/resolve/main/RWKV-4-Novel-7B-v1-ChnEng-20230426-ctx8192.pth"
+      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-novel/resolve/main/RWKV-4-Novel-7B-v1-ChnEng-20230426-ctx8192.pth",
+      "tags": [
+        "Main",
+        "RWKV-4",
+        "Raven",
+        "Global"
+      ]
    },
    {
      "name": "RWKV-4-Novel-3B-v1-Chn-20230412-ctx4096.pth",
@@ -555,7 +703,13 @@
      "SHA256": "c41e0af2cbc66e94121377680e8224a1504fac6c9ea620c395f0a79281db26e7",
      "lastUpdated": "2023-04-12T13:18:29",
      "url": "https://huggingface.co/BlinkDL/rwkv-4-novel/blob/main/RWKV-4-Novel-3B-v1-Chn-20230412-ctx4096.pth",
-      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-novel/resolve/main/RWKV-4-Novel-3B-v1-Chn-20230412-ctx4096.pth"
+      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-novel/resolve/main/RWKV-4-Novel-3B-v1-Chn-20230412-ctx4096.pth",
+      "tags": [
+        "Main",
+        "RWKV-4",
+        "Raven",
+        "Global"
+      ]
    },
    {
      "name": "RWKV-4-Novel-7B-v1-Chn-20230426-ctx8192.pth",
@@ -567,7 +721,13 @@
      "SHA256": "5fced44febdf80d303250eef9c020f087abded43aaecc8caaea8a9e7f1fb771e",
      "lastUpdated": "2023-04-26T18:57:01",
      "url": "https://huggingface.co/BlinkDL/rwkv-4-novel/blob/main/RWKV-4-Novel-7B-v1-Chn-20230426-ctx8192.pth",
-      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-novel/resolve/main/RWKV-4-Novel-7B-v1-Chn-20230426-ctx8192.pth"
+      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-novel/resolve/main/RWKV-4-Novel-7B-v1-Chn-20230426-ctx8192.pth",
+      "tags": [
+        "Main",
+        "RWKV-4",
+        "Raven",
+        "Global"
+      ]
    },
    {
      "name": "RWKV-4-Raven-1B5-v11-Eng99%-Other1%-20230425-ctx4096.pth",
@@ -580,6 +740,11 @@
      "lastUpdated": "2023-04-26T14:27:55",
      "url": "https://huggingface.co/BlinkDL/rwkv-4-raven/blob/main/RWKV-4-Raven-1B5-v11-Eng99%25-Other1%25-20230425-ctx4096.pth",
      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-raven/resolve/main/RWKV-4-Raven-1B5-v11-Eng99%25-Other1%25-20230425-ctx4096.pth",
+      "tags": [
+        "Main",
+        "RWKV-4",
+        "Raven"
+      ],
      "hide": true
    },
    {
@@ -592,7 +757,12 @@
      "SHA256": "6bbbffb3ee2372dfa9ef49c599e9a2bc0a01b94b6a264ba9bf5bd524fc38f723",
      "lastUpdated": "2023-05-21T07:08:56",
      "url": "https://huggingface.co/BlinkDL/rwkv-4-raven/blob/main/RWKV-4-Raven-1B5-v12-Eng98%25-Other2%25-20230520-ctx4096.pth",
-      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-raven/resolve/main/RWKV-4-Raven-1B5-v12-Eng98%25-Other2%25-20230520-ctx4096.pth"
+      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-raven/resolve/main/RWKV-4-Raven-1B5-v12-Eng98%25-Other2%25-20230520-ctx4096.pth",
+      "tags": [
+        "Main",
+        "RWKV-4",
+        "Raven"
+      ]
    },
    {
      "name": "RWKV-4-Raven-3B-v11-Eng99%-Other1%-20230425-ctx4096.pth",
@@ -605,6 +775,11 @@
      "lastUpdated": "2023-04-26T14:27:55",
      "url": "https://huggingface.co/BlinkDL/rwkv-4-raven/blob/main/RWKV-4-Raven-3B-v11-Eng99%25-Other1%25-20230425-ctx4096.pth",
      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-raven/resolve/main/RWKV-4-Raven-3B-v11-Eng99%25-Other1%25-20230425-ctx4096.pth",
+      "tags": [
+        "Main",
+        "RWKV-4",
+        "Raven"
+      ],
      "hide": true
    },
    {
@@ -617,7 +792,12 @@
      "SHA256": "1eea1845acfe9729dfdaec66a8d1aeb91a1287d94bebbca5529c13c050540b33",
      "lastUpdated": "2023-05-21T07:13:25",
      "url": "https://huggingface.co/BlinkDL/rwkv-4-raven/blob/main/RWKV-4-Raven-3B-v12-Eng98%25-Other2%25-20230520-ctx4096.pth",
-      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-raven/resolve/main/RWKV-4-Raven-3B-v12-Eng98%25-Other2%25-20230520-ctx4096.pth"
+      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-raven/resolve/main/RWKV-4-Raven-3B-v12-Eng98%25-Other2%25-20230520-ctx4096.pth",
+      "tags": [
+        "Main",
+        "RWKV-4",
+        "Raven"
+      ]
    },
    {
      "name": "RWKV-4-Raven-3B-v11-Eng49%-Chn49%-Jpn1%-Other1%-20230429-ctx4096.pth",
@@ -630,6 +810,12 @@
      "lastUpdated": "2023-04-29T11:51:51",
      "url": "https://huggingface.co/BlinkDL/rwkv-4-raven/blob/main/RWKV-4-Raven-3B-v11-Eng49%25-Chn49%25-Jpn1%25-Other1%25-20230429-ctx4096.pth",
      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-raven/resolve/main/RWKV-4-Raven-3B-v11-Eng49%25-Chn49%25-Jpn1%25-Other1%25-20230429-ctx4096.pth",
+      "tags": [
+        "Main",
+        "RWKV-4",
+        "Raven",
+        "CN"
+      ],
      "hide": true
    },
    {
@@ -642,7 +828,13 @@
      "SHA256": "c0abb4b745ba3523b9d8b3e1293110867ee55b1ef3dc8c122212f78396755721",
      "lastUpdated": "2023-05-28T11:51:12",
      "url": "https://huggingface.co/BlinkDL/rwkv-4-raven/blob/main/RWKV-4-Raven-3B-v12-Eng49%25-Chn49%25-Jpn1%25-Other1%25-20230527-ctx4096.pth",
-      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-raven/resolve/main/RWKV-4-Raven-3B-v12-Eng49%25-Chn49%25-Jpn1%25-Other1%25-20230527-ctx4096.pth"
+      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-raven/resolve/main/RWKV-4-Raven-3B-v12-Eng49%25-Chn49%25-Jpn1%25-Other1%25-20230527-ctx4096.pth",
+      "tags": [
+        "Main",
+        "RWKV-4",
+        "Raven",
+        "CN"
+      ]
    },
    {
      "name": "RWKV-4-Raven-7B-v11x-Eng99%-Other1%-20230429-ctx8192.pth",
@@ -655,6 +847,11 @@
      "lastUpdated": "2023-04-29T11:44:32",
      "url": "https://huggingface.co/BlinkDL/rwkv-4-raven/blob/main/RWKV-4-Raven-7B-v11x-Eng99%25-Other1%25-20230429-ctx8192.pth",
      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-raven/resolve/main/RWKV-4-Raven-7B-v11x-Eng99%25-Other1%25-20230429-ctx8192.pth",
+      "tags": [
+        "Main",
+        "RWKV-4",
+        "Raven"
+      ],
      "hide": true
    },
    {
@@ -667,7 +864,12 @@
      "SHA256": "5a725eaeb9e09b724de6c97e6845dd0283097c7920acd05b46852ab7afa9ec32",
      "lastUpdated": "2023-05-22T10:32:17",
      "url": "https://huggingface.co/BlinkDL/rwkv-4-raven/blob/main/RWKV-4-Raven-7B-v12-Eng98%25-Other2%25-20230521-ctx8192.pth",
-      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-raven/resolve/main/RWKV-4-Raven-7B-v12-Eng98%25-Other2%25-20230521-ctx8192.pth"
+      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-raven/resolve/main/RWKV-4-Raven-7B-v12-Eng98%25-Other2%25-20230521-ctx8192.pth",
+      "tags": [
+        "Main",
+        "RWKV-4",
+        "Raven"
+      ]
    },
    {
      "name": "RWKV-4-Raven-7B-v10x-Eng49%-Chn50%-Other1%-20230423-ctx4096.pth",
@@ -680,6 +882,12 @@
      "lastUpdated": "2023-04-24T07:48:55",
      "url": "https://huggingface.co/BlinkDL/rwkv-4-raven/blob/main/RWKV-4-Raven-7B-v10x-Eng49%25-Chn50%25-Other1%25-20230423-ctx4096.pth",
      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-raven/resolve/main/RWKV-4-Raven-7B-v10x-Eng49%25-Chn50%25-Other1%25-20230423-ctx4096.pth",
+      "tags": [
+        "Main",
+        "RWKV-4",
+        "Raven",
+        "CN"
+      ],
      "hide": true
    },
    {
@@ -693,6 +901,12 @@
      "lastUpdated": "2023-04-30T14:35:59",
      "url": "https://huggingface.co/BlinkDL/rwkv-4-raven/blob/main/RWKV-4-Raven-7B-v11-Eng49%25-Chn49%25-Jpn1%25-Other1%25-20230430-ctx8192.pth",
      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-raven/resolve/main/RWKV-4-Raven-7B-v11-Eng49%25-Chn49%25-Jpn1%25-Other1%25-20230430-ctx8192.pth",
+      "tags": [
+        "Main",
+        "RWKV-4",
+        "Raven",
+        "CN"
+      ],
      "hide": true
    },
    {
@@ -705,7 +919,13 @@
      "SHA256": "6d4a089ff36d5d9d96b669d425fc5e4e3959cab426535b52e2364df08f58b407",
      "lastUpdated": "2023-05-30T23:16:12",
      "url": "https://huggingface.co/BlinkDL/rwkv-4-raven/blob/main/RWKV-4-Raven-7B-v12-Eng49%25-Chn49%25-Jpn1%25-Other1%25-20230530-ctx8192.pth",
-      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-raven/resolve/main/RWKV-4-Raven-7B-v12-Eng49%25-Chn49%25-Jpn1%25-Other1%25-20230530-ctx8192.pth"
+      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-raven/resolve/main/RWKV-4-Raven-7B-v12-Eng49%25-Chn49%25-Jpn1%25-Other1%25-20230530-ctx8192.pth",
+      "tags": [
+        "Main",
+        "RWKV-4",
+        "Raven",
+        "CN"
+      ]
    },
    {
      "name": "RWKV-4-Raven-14B-v11x-Eng99%-Other1%-20230501-ctx8192.pth",
@@ -718,6 +938,11 @@
      "lastUpdated": "2023-05-02T09:43:33",
      "url": "https://huggingface.co/BlinkDL/rwkv-4-raven/blob/main/RWKV-4-Raven-14B-v11x-Eng99%25-Other1%25-20230501-ctx8192.pth",
      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-raven/resolve/main/RWKV-4-Raven-14B-v11x-Eng99%25-Other1%25-20230501-ctx8192.pth",
+      "tags": [
+        "Main",
+        "RWKV-4",
+        "Raven"
+      ],
      "hide": true
    },
    {
@@ -730,7 +955,12 @@
      "SHA256": "1193b5a9ceab572e4dbb9ed1d798eab7bf4793d18904d08bd4bf183579338ae7",
      "lastUpdated": "2023-05-23T11:22:41",
      "url": "https://huggingface.co/BlinkDL/rwkv-4-raven/blob/main/RWKV-4-Raven-14B-v12-Eng98%25-Other2%25-20230523-ctx8192.pth",
-      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-raven/resolve/main/RWKV-4-Raven-14B-v12-Eng98%25-Other2%25-20230523-ctx8192.pth"
+      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-raven/resolve/main/RWKV-4-Raven-14B-v12-Eng98%25-Other2%25-20230523-ctx8192.pth",
+      "tags": [
+        "Main",
+        "RWKV-4",
+        "Raven"
+      ]
    },
    {
      "name": "RWKV-4-MIDI-120M-v1-20230714-ctx4096.pth",
@@ -743,7 +973,12 @@
      "SHA256": "161d27dcf50d0958d230601ba1e0f8e7dd9c236105e92d2b833496412ace430c",
      "lastUpdated": "2023-07-15T08:03:36",
      "url": "https://huggingface.co/BlinkDL/rwkv-4-music/blob/main/RWKV-4-MIDI-120M-v1-20230714-ctx4096.pth",
-      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-music/resolve/main/RWKV-4-MIDI-120M-v1-20230714-ctx4096.pth"
+      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-music/resolve/main/RWKV-4-MIDI-120M-v1-20230714-ctx4096.pth",
+      "tags": [
+        "Main",
+        "RWKV-4",
+        "Music"
+      ]
    },
    {
      "name": "RWKV-4-MIDI-560M-v1-20230717-ctx4096.pth",
@@ -756,7 +991,12 @@
      "SHA256": "62b21841b24af38ef176e9e9d895d9fff730cea8aa0623f53a1784d74ce828d6",
      "lastUpdated": "2023-07-17T15:02:08",
      "url": "https://huggingface.co/BlinkDL/rwkv-4-music/blob/main/RWKV-4-MIDI-560M-v1-20230717-ctx4096.pth",
-      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-music/resolve/main/RWKV-4-MIDI-560M-v1-20230717-ctx4096.pth"
+      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-4-music/resolve/main/RWKV-4-MIDI-560M-v1-20230717-ctx4096.pth",
+      "tags": [
+        "Main",
+        "RWKV-4",
+        "Music"
+      ]
    },
    {
      "name": "RWKV-5-MIDI-120M-v1-20230728-ctx4096.pth",
@@ -769,7 +1009,12 @@
      "SHA256": "c43d4a2ee7a71a331d05d6cd818dd75f7c48c716e4b98c58e4d27231614b0144",
      "lastUpdated": "2023-07-29T02:17:27",
      "url": "https://huggingface.co/BlinkDL/rwkv-5-music/blob/main/RWKV-5-MIDI-120M-v1-20230728-ctx4096.pth",
-      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-5-music/resolve/main/RWKV-5-MIDI-120M-v1-20230728-ctx4096.pth"
+      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-5-music/resolve/main/RWKV-5-MIDI-120M-v1-20230728-ctx4096.pth",
+      "tags": [
+        "Main",
+        "RWKV-5",
+        "Music"
+      ]
    },
    {
      "name": "RWKV-5-MIDI-560M-v1-20230902-ctx4096.pth",
@@ -782,7 +1027,12 @@
      "SHA256": "cb4f2fd8956ca8496d6b2e33bff290c2047759b6fe74884903dbf9c73a11cc77",
      "lastUpdated": "2023-09-03T04:48:41",
      "url": "https://huggingface.co/BlinkDL/rwkv-5-music/blob/main/RWKV-5-MIDI-560M-v1-20230902-ctx4096.pth",
-      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-5-music/resolve/main/RWKV-5-MIDI-560M-v1-20230902-ctx4096.pth"
+      "downloadUrl": "https://huggingface.co/BlinkDL/rwkv-5-music/resolve/main/RWKV-5-MIDI-560M-v1-20230902-ctx4096.pth",
+      "tags": [
+        "Main",
+        "RWKV-5",
+        "Music"
+      ]
    }
  ]
 }
Author	SHA1	Message	Date
josc146	87e1daa733	release v1.5.9	2023-12-08 19:22:01 +08:00
josc146	f5900179e0	model tags classifier	2023-12-08 18:17:53 +08:00
josc146	51e162970e	always reset to activePreset	2023-12-08 17:10:23 +08:00
josc146	0b339ad0f6	improve ConfigSelector performance of Configs page	2023-12-08 16:36:15 +08:00
josc146	60693d6a29	improve presets interaction	2023-12-08 15:36:53 +08:00
josc146	eea53a6e9e	add available tag for model downloaded configs	2023-12-08 15:34:45 +08:00
josc146	8a19181a38	chore	2023-12-08 15:30:46 +08:00
josc146	94d835c7ae	better customCuda condition	2023-12-08 15:30:05 +08:00
josc146	d9e25ad69f	better state cache	2023-12-08 15:28:33 +08:00
josc146	75244fbd8b	disable hashed assets	2023-12-08 11:22:31 +08:00
josc146	5ce84edc3d	add web-rwkv-converter (Safetensors Convert no longer depends on Python)	2023-12-07 23:26:39 +08:00
josc146	1c683087f4	update ci webgpu components	2023-12-07 23:04:56 +08:00
josc146	85a3b39cbc	fix webWails undefined functions	2023-12-06 23:19:56 +08:00
josc146	cc6c24f0c3	add python-3.10.11-embed-amd64.zip cnMirror and chore	2023-12-06 23:19:22 +08:00
josc146	c733b6419c	for devices that gpu is not supported, use cpu to merge lora	2023-12-06 23:17:13 +08:00
josc146	c853c5b60b	chore	2023-12-06 23:09:39 +08:00
josc146	053a08f5b7	update convert_safetensors.py	2023-12-06 23:08:40 +08:00
josc146	f7227cd1c1	update ci webgpu components	2023-12-06 23:08:20 +08:00
josc146	861e245062	RWKV_RESCALE_LAYER 999 for music model	2023-12-04 17:51:21 +08:00
josc146	8f0fc7db56	update README_ZH.md	2023-11-30 22:07:16 +08:00
josc146	3dd06fa70e	update README_ZH.md	2023-11-30 21:49:31 +08:00
josc146	86a855e7bc	fix damaged logo	2023-11-30 21:48:14 +08:00
github-actions[bot]	b3110d4ad8	release v1.5.8	2023-11-30 05:04:31 +00:00
josc146	602004ad34	release v1.5.8	2023-11-30 13:04:02 +08:00
josc146	a8b4f0bb7e	lora finetune version check	2023-11-30 13:01:38 +08:00
josc146	24cc8be085	add high loss warning	2023-11-30 12:40:16 +08:00
josc146	a96d7aef8d	display mainInstrument of track	2023-11-30 12:36:03 +08:00
josc146	cbe299583b	improve details of MIDI Input	2023-11-30 11:57:52 +08:00
josc146	68c70a362b	darkmode of midi tracks	2023-11-30 11:56:45 +08:00
josc146	a78c346371	fix NoteOff ElapsedTime of MIDI Tracks	2023-11-30 11:55:10 +08:00
github-actions[bot]	102763b94d	release v1.5.7	2023-11-29 15:01:26 +00:00