jhaa/oss-cleanup-changes-2023-11-29

Dockerfile

@@ -45,21 +45,10 @@ RUN apt-get update && \
     # gradio dependencies \
     ffmpeg \
     # fairseq2 dependencies \
-    libjpeg8-dev \
-    libpng-dev \
     libsndfile-dev && \
     apt-get clean && \
     rm -rf /var/lib/apt/lists/*
 
-USER root
-RUN ln -s /usr/lib/x86_64-linux-gnu/libsox.so.3 /usr/lib/x86_64-linux-gnu/libsox.so
-# install older versions libjpeg62-turbo and libpng15
-RUN wget http://ftp.us.debian.org/debian/pool/main/libj/libjpeg-turbo/libjpeg62-turbo_2.1.5-2_amd64.deb && \
-    dpkg -i libjpeg62-turbo_2.1.5-2_amd64.deb && \
-    rm libjpeg62-turbo_2.1.5-2_amd64.deb
-RUN wget https://master.dl.sourceforge.net/project/libpng/libpng15/1.5.30/libpng-1.5.30.tar.gz && \
-    tar -xvf libpng-1.5.30.tar.gz && cd libpng-1.5.30 && ./configure && make && make install && cd .. && rm -rf libpng-1.5.30.tar.gz libpng-1.5.30
-    
 RUN useradd -m -u 1000 user
 USER user
 ENV HOME=/home/user \
@@ -76,18 +65,28 @@ RUN pyenv install $PYTHON_VERSION && \
 
 COPY --chown=user:user ./seamless_server ./seamless_server
 # change dir since pip needs to seed whl folder
-RUN cd seamless_server && \
-    pip install fairseq2 --pre --extra-index-url https://fair.pkg.atmeta.com/fairseq2/whl/nightly/pt2.1.1/cu118 && \
-    pip install --no-cache-dir --upgrade -r requirements.txt
+RUN cd seamless_server && pip install --no-cache-dir --upgrade -r requirements.txt
 COPY --from=frontend /app/dist ./streaming-react-app/dist
 
 WORKDIR $HOME/app/seamless_server
-RUN --mount=type=secret,id=HF_TOKEN,mode=0444,required=false \ 
-    huggingface-cli login --token $(cat /run/secrets/HF_TOKEN) || echo "HF_TOKEN error" && \
-    huggingface-cli download meta-private/SeamlessExpressive pretssel_melhifigan_wm-final.pt  --local-dir ./models/Seamless/ || echo "HF_TOKEN error" && \
-    ln -s $(readlink -f models/Seamless/pretssel_melhifigan_wm-final.pt) models/Seamless/pretssel_melhifigan_wm.pt || true;
+# temporary hack to link SeamlessStreaming models
+RUN --mount=type=secret,id=HF_TOKEN,mode=0444,required=true \ 
+    huggingface-cli login --token $(cat /run/secrets/HF_TOKEN) && \
+    huggingface-cli download meta-private/SeamlessStreaming seamless_streaming_unity.pt spm_char_lang38_tc.model seamless_streaming_monotonic_decoder.pt --local-dir ./models/ && \
+    huggingface-cli download meta-private/SeamlessStreaming vocoder_v2.pt  --local-dir ./models/ 
+USER root
+RUN mkdir -p /large_experiments/seamless/ust/krs/fairseq2_checkpoints/ && \
+    mkdir -p /large_experiments/seamless/workstream/expressivity/oss/checkpoints/ && \
+    mkdir -p /checkpoint/krs/unity2/ && \
+    chown -R user:user /large_experiments/ && \
+    chown -R user:user /checkpoint/ && \
+    ln -s $(readlink -f models/seamless_streaming_unity.pt) /large_experiments/seamless/ust/krs/fairseq2_checkpoints/seamless_streaming_unity.pt && \
+    ln -s $(readlink -f models/seamless_streaming_monotonic_decoder.pt) /large_experiments/seamless/ust/krs/fairseq2_checkpoints/seamless_streaming_monotonic_decoder.pt && \
+    ln -s $(readlink -f models/vocoder_v2.pt) /large_experiments/seamless/ust/krs/fairseq2_checkpoints/vocoder_v2.pt && \
+    ln -s $(readlink -f models/spm_char_lang38_tc.model) /checkpoint/krs/unity2/
 
+RUN ln -s /usr/lib/x86_64-linux-gnu/libsox.so.3 /usr/lib/x86_64-linux-gnu/libsox.so
 USER user
-RUN ["chmod", "+x", "./run_docker.sh"]
-CMD ./run_docker.sh
+CMD [ "uvicorn", "app_pubsub:app", "--host", "0.0.0.0", "--port", "7860" ]
+
 

README.md

@@ -1,13 +1,11 @@
 ---
-title: Seamless Streaming
+title: Seamless Streaming Backend/Frontend
 emoji: 📞
 colorFrom: blue
 colorTo: yellow
 sdk: docker
 pinned: false
-suggested_hardware: t4-small
-models:
- - facebook/seamless-streaming
+suggested_hardware: t4-medium
 ---
 
 # Seamless Streaming demo
@@ -17,21 +15,12 @@ You can simply duplicate the space to run it.
 ## Running locally
 ### Install backend seamless_server dependencies
 
-> [!NOTE]
-> Please note: we *do not* recommend running the model on CPU. CPU inference will be slow and introduce noticable delays in the simultaneous translation.
+`cd seamless-experiences/seamless_vc/seamless_server`
 
-> [!NOTE]
-> The example below is for PyTorch stable (2.1.1) and variant cu118. 
-> Check [here](https://pytorch.org/get-started/locally/) to find the torch/torchaudio command for your variant. 
-> Check [here](https://github.com/facebookresearch/fairseq2#variants) to find the fairseq2 command for your variant.
-
-If running for the first time, create conda environment and install the desired torch version. Then install the rest of the requirements:
+If running for the first time, create conda environment:
 ```
-cd seamless_server
-conda create --yes --name smlss_server python=3.8 libsndfile==1.0.31
+conda create --name smlss_server python=3.8
 conda activate smlss_server
-conda install --yes pytorch torchvision torchaudio pytorch-cuda=11.8 -c pytorch -c nvidia
-pip install fairseq2 --pre --extra-index-url https://fair.pkg.atmeta.com/fairseq2/whl/nightly/pt2.1.1/cu118
 pip install -r requirements.txt
 ```
 
@@ -39,9 +28,8 @@ pip install -r requirements.txt
 ```
 conda install -c conda-forge nodejs
 cd streaming-react-app
-npm install --global yarn
-yarn
-yarn build  # this will create the dist/ folder
+npm install
+npm run build  # this will create the dist/ folder
 ```
 
 
@@ -51,14 +39,12 @@ The server can be run locally with uvicorn below.
 Run the server in dev mode:
 
 ```
-cd seamless_server
 uvicorn app_pubsub:app --reload --host localhost
 ```
 
 Run the server in prod mode:
 
 ```
-cd seamless_server
 uvicorn app_pubsub:app --host 0.0.0.0
 ```
 

seamless_server/app_pubsub.py

@@ -123,26 +123,8 @@ class ServerLock(TypedDict):
     client_id: str
     member_object: Member
 
-MAX_SPEAKERS = os.environ.get("MAX_SPEAKERS")
-
-if os.environ.get("LOCK_SERVER_COMPLETELY", "0") == "1":
-    logger.info("LOCK_SERVER_COMPLETELY is set. Server will be locked on startup.")
-if MAX_SPEAKERS is not None and int(MAX_SPEAKERS):
-    logger.info(f"MAX_SPEAKERS is set to: {MAX_SPEAKERS}")
-dummy_server_lock_member_object = Member(
-    client_id="seamless_user", session_id="dummy", name="Seamless User"
-)
-# Normally this would be an actual transcoder, but it's fine putting True here since currently we only check for the presence of the transcoder
-dummy_server_lock_member_object.transcoder = True
-server_lock: Optional[ServerLock] = (
-    {
-        "name": "Seamless User",
-        "client_id": "seamless_user",
-        "member_object": dummy_server_lock_member_object,
-    }
-    if os.environ.get("LOCK_SERVER_COMPLETELY", "0") == "1"
-    else None
-)
+
+server_lock: Optional[ServerLock] = None
 
 server_id = str(uuid4())
 
@@ -519,8 +501,6 @@ async def join_room(sid, client_id, room_id_from_client, config_dict):
             server_lock is not None
             and config_dict.get("lockServerName")
             == ESCAPE_HATCH_SERVER_LOCK_RELEASE_NAME
-            # If we are locking the server completely we don't want someone to be able to unlock it
-            and not os.environ.get("LOCK_SERVER_COMPLETELY", "0") == "1"
         ):
             server_lock = None
             logger.info(
@@ -528,7 +508,7 @@ async def join_room(sid, client_id, room_id_from_client, config_dict):
             )
 
         # If the server is not locked, set a lock. If it's already locked to this client, update the lock object
-        if server_lock is None or server_lock.get("client_id") == client_id:
+        elif server_lock is None or server_lock.get("client_id") == client_id:
             # TODO: Add some sort of timeout as a backstop in case someone leaves the browser tab open after locking the server
             server_lock = {
                 "name": config_dict.get("lockServerName"),
@@ -559,12 +539,6 @@ async def join_room(sid, client_id, room_id_from_client, config_dict):
 
     return {"roomsJoined": sio.rooms(sid), "roomID": room_id}
 
-def allow_speaker(room, client_id):
-    if MAX_SPEAKERS is not None and client_id in room.speakers:
-        room_statuses = {room_id: room.get_room_status_dict() for room_id, room in rooms.items()}
-        speakers = sum(room_status["activeTranscoders"] for room_status in room_statuses.values())
-        return speakers < int(MAX_SPEAKERS)
-    return True
 
 # TODO: Add code to prevent more than one speaker from connecting/streaming at a time
 @sio.event
@@ -585,12 +559,6 @@ async def configure_stream(sid, config):
         )
         return {"status": "error", "message": "member_or_room_is_none"}
 
-    if not allow_speaker(room, client_id):
-        logger.error(
-            f"In MAX_SPEAKERS mode we only allow one speaker at a time. Ignoring request to configure stream from client {client_id}."
-        )
-        return {"status": "error", "message": "max_speakers"}
-
     # If there is a server lock WITH an active transcoder session, prevent other users from configuring and starting a stream
     # If the server lock client does NOT have an active transcoder session allow this to proceed, knowing that
     # this stream will be interrupted if the server lock client starts streaming

seamless_server/models/Seamless/vad_s2st_sc_24khz_main.yaml

@@ -1,25 +0,0 @@
-agent_class: seamless_communication.streaming.agents.seamless_s2st.SeamlessS2STDualVocoderVADAgent
-monotonic_decoder_model_name: seamless_streaming_monotonic_decoder
-unity_model_name: seamless_streaming_unity
-sentencepiece_model: spm_256k_nllb100.model
-
-task: s2st
-tgt_lang: "eng"
-min_unit_chunk_size: 50
-decision_threshold: 0.7
-no_early_stop: True
-block_ngrams: True
-vocoder_name: vocoder_v2
-expr_vocoder_name: vocoder_pretssel
-gated_model_dir: .
-expr_vocoder_gain: 3.0
-upstream_idx: 1
-wav2vec_yaml: wav2vec.yaml
-min_starting_wait_w2vbert: 192
-
-config_yaml: cfg_fbank_u2t.yaml
-upstream_idx: 1
-detokenize_only: True
-device: cuda:0
-max_len_a: 0
-max_len_b: 1000

seamless_server/package.json

@@ -0,0 +1,13 @@
+{
+  "name": "seamless_server",
+  "version": "1.0.0",
+  "scripts": {
+    "dev": "npm run start:debug -- --reload",
+    "start": "uvicorn app_pubsub:app --host 0.0.0.0",
+    "start:debug": "npm run start -- --log-level debug",
+    "start:trace": "npm run start -- --log-level trace",
+    "start:prod": "npm run build:client && npm run start",
+    "build:client": "cd ../streaming-react-app/ && npm run build"
+  },
+  "author": ""
+}

seamless_server/requirements.txt

@@ -1,6 +1,7 @@
+--pre --extra-index-url https://fair.pkg.atmeta.com/fairseq2/whl/nightly/pt2.1.1/cu118
+git+https://github.com/facebookresearch/SimulEval.git
 # seamless_communication
-git+https://github.com/facebookresearch/seamless_communication.git
-# ./whl/seamless_communication-1.0.0-py3-none-any.whl
+./whl/seamless_communication-1.0.0-py3-none-any.whl
 Flask==2.1.3
 Flask_Sockets==0.2.1
 g2p_en==2.1.0
@@ -13,10 +14,10 @@ protobuf==4.24.2
 psola==0.0.1
 pydub==0.25.1
 silero==0.4.1
+# simuleval==1.1.1
 soundfile==0.11.0
 stable_ts==1.4.0
-# torch  # to be installed by user for desired PyTorch version
-# simuleval  # to be installed by seamless_communication
+torch  # specific torch version depends on fairseq2 installation
 Werkzeug==2.0.3
 whisper==1.1.10
 colorlog==6.7.0

seamless_server/run_docker.sh

@@ -1,5 +0,0 @@
-# !/bin/bash
-if [ -f models/Seamless/pretssel_melhifigan_wm.pt ] ; then
-    export USE_EXPRESSIVE_MODEL=1;
-fi
-uvicorn app_pubsub:app --host 0.0.0.0 --port 7860

seamless_server/src/simuleval_agent_directory.py

@@ -1,7 +1,6 @@
 # Creates a directory in which to look up available agents
 
-import os
-from typing import List, Optional
+from typing import List
 from src.simuleval_transcoder import SimulevalTranscoder
 import json
 import logging
@@ -34,10 +33,8 @@ class AgentWithInfo:
         # Supported dynamic params are defined in StreamingTypes.ts
         dynamic_params: List[str] = [],
         description="",
-        has_expressive: Optional[bool] = None,
     ):
         self.agent = agent
-        self.has_expressive = has_expressive
         self.name = name
         self.description = description
         self.modalities = modalities
@@ -78,7 +75,6 @@ class AgentWithInfo:
 class SimulevalAgentDirectory:
     # Available models. These are the directories where the models can be found, and also serve as an ID for the model.
     seamless_streaming_agent = "SeamlessStreaming"
-    seamless_agent = "Seamless"
 
     def __init__(self):
         self.agents = []
@@ -100,12 +96,7 @@ class SimulevalAgentDirectory:
                     model_id,
                 )
         except Exception as e:
-            from fairseq2.assets.error import AssetError
             logger.warning("Failed to build agent %s: %s" % (model_id, e))
-            if isinstance(e, AssetError):
-                logger.warning(
-                    "Please download gated assets and set `gated_model_dir` in the config"
-                )
             raise e
 
         return agent
@@ -119,32 +110,20 @@ class SimulevalAgentDirectory:
             for agent_info in agent_infos:
                 self.add_agent(agent_info)
         else:
-            s2s_agent = None
-            if os.environ.get("USE_EXPRESSIVE_MODEL", "0") == "1":
-                logger.info("Building expressive model...")
-                s2s_agent = self.build_agent_if_available(
-                    SimulevalAgentDirectory.seamless_agent,
-                    config_name="vad_s2st_sc_24khz_main.yaml",
-                )
-                has_expressive = True
-            else:
-                logger.info("Building non-expressive model...")
-                s2s_agent = self.build_agent_if_available(
-                    SimulevalAgentDirectory.seamless_streaming_agent,
-                    config_name="vad_s2st_sc_main.yaml",
-                )
-                has_expressive = False
+            s2s_m4t_expr_agent = self.build_agent_if_available(
+                SimulevalAgentDirectory.seamless_streaming_agent,
+                config_name="vad_s2st_sc_24khz_main.yaml",
+            )
 
-            if s2s_agent:
+            if s2s_m4t_expr_agent:
                 self.add_agent(
                     AgentWithInfo(
-                        agent=s2s_agent,
+                        agent=s2s_m4t_expr_agent,
                         name=SimulevalAgentDirectory.seamless_streaming_agent,
                         modalities=["s2t", "s2s"],
-                        target_langs=M4T_P0_LANGS,
+                        target_langs=["eng", "arb", "ben", "cat", "ces", "cmn", "cym", "dan", "deu", "est", "fin", "fra", "hin", "ind", "ita", "jpn", "kor", "mlt", "nld", "pes", "pol", "por", "ron", "rus", "slk", "spa", "swe", "swh", "tel", "tgl", "tha", "tur", "ukr", "urd", "uzn", "vie"],
                         dynamic_params=["expressive"],
                         description="multilingual expressive model that supports S2S and S2T",
-                        has_expressive=has_expressive,
                     )
                 )
 
@@ -158,7 +137,7 @@ class SimulevalAgentDirectory:
     def get_agent(self, name):
         for agent in self.agents:
             if agent.name == name:
-                return agent
+                return agent.agent
         return None
 
     def get_agent_or_throw(self, name):

seamless_server/src/simuleval_transcoder.py

@@ -119,8 +119,7 @@ class OutputSegments:
 
 class SimulevalTranscoder:
     def __init__(self, agent, sample_rate, debug, buffer_limit):
-        self.agent = agent.agent
-        self.has_expressive = agent.has_expressive
+        self.agent = agent
         self.input_queue = asyncio.Queue()
         self.output_queue = asyncio.Queue()
         self.states = self.agent.build_states()
@@ -186,7 +185,7 @@ class SimulevalTranscoder:
             logger.info(*args)
 
     @classmethod
-    def build_agent(cls, model_path, config_name):
+    def build_agent(cls, model_path, config_name="vad_s2st_main.yaml"):
         logger.info(f"Building simuleval agent: {model_path}, {config_name}")
         agent = build_system_from_dir(
             Path(__file__).resolve().parent.parent / f"models/{model_path}",
@@ -209,10 +208,6 @@ class SimulevalTranscoder:
             tgt_lang=dynamic_config.get("targetLanguage"),
             config=dynamic_config,
         )
-        if dynamic_config.get("expressive") is True and self.has_expressive is False:
-            logger.warning(
-                "Passing 'expressive' but the agent does not support expressive output!"
-            )
         # # segment is array([0, 0, 0, ..., 0, 0, 0], dtype=int16)
         self.input_queue.put_nowait(segment)
 

seamless_server/src/timing.ipynb

@@ -0,0 +1,169 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[Text(1, 0, 'nonincremental'), Text(2, 0, 'incremental')]"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "\n",
+    "nonincremental = [0.144, 0.268, 0.175, 0.292, 0.161, 0.147, 0.238, 0.159, 0.26, 0.161, 0.511, 0.263, 0.149, 0.141, 0.427, 0.06, 0.055, 0.056, 0.145, 0.142, 0.137, 0.302, 0.146, 0.35, 0.256, 0.162, 0.161, 0.33, 0.176, 0.4, 0.294, 0.176, 0.308, 0.206, 0.349, 0.3, 0.326, 0.216, 0.236, 0.852, 0.057, 0.145, 0.386, 0.157, 0.154, 0.351, 0.321, 0.161, 0.158, 0.271, 0.163, 0.619, 0.052, 0.055, 0.164, 0.147, 0.145, 0.214, 0.179, 0.147, 0.398, 0.351, 0.162, 0.158, 0.293, 0.292, 0.169, 0.202, 0.427, 0.205, 0.335, 0.197, 0.211, 0.217, 0.23, 0.225, 0.495, 0.26, 0.346, 0.243, 0.271, 0.259, 0.266, 0.256, 0.288, 0.492, 0.303, 0.294, 0.322, 0.317, 0.299, 1.524, 0.059, 0.056, 0.147, 0.219, 0.161, 0.334, 0.159, 0.175, 0.375, 0.16, 0.177, 0.337, 0.273, 0.184, 0.183, 0.778, 0.228, 0.305, 0.36, 0.159, 0.157, 0.469, 0.057, 0.055, 0.059, 0.059, 0.056, 0.059, 0.063, 0.056, 0.059, 0.056, 0.154, 0.145, 0.208, 0.15, 0.428, 0.281, 0.146, 0.151, 0.324, 0.154, 0.208, 0.141, 0.163, 0.359, 0.282, 0.271, 0.142, 0.529, 0.164, 0.224, 0.139, 0.139, 0.159, 0.344, 0.242, 0.26, 0.155, 0.498, 0.053, 0.152, 0.214, 0.15, 0.148, 0.147, 0.356, 0.252, 0.149, 0.43, 0.057, 0.059, 0.154, 0.212, 0.17, 0.14, 0.144, 0.362, 0.164, 0.216, 0.21, 0.166, 0.155, 0.281, 0.155, 0.314, 0.157, 0.544, 0.253, 0.343, 0.272, 0.186, 0.19, 0.327, 0.212, 0.216, 0.374, 0.241, 0.328, 0.463, 0.424, 0.318, 0.244, 0.245, 0.251, 0.256, 0.546, 0.287, 0.269, 0.316, 0.416, 0.303, 0.407, 0.305, 0.31, 0.311, 0.319, 0.326, 0.343, 0.344, 0.447, 0.685, 0.385, 0.359, 0.369, 0.654, 0.404, 2.228, 0.115, 0.166, 0.216, 0.141, 0.138, 0.268, 0.156, 0.345, 0.314, 0.183, 0.185, 0.193, 0.297, 0.396, 0.203, 0.179, 0.289, 0.187, 0.322, 0.203, 0.204, 0.46, 0.256, 0.244, 0.759]\n",
+    "# incremental = [0.139, 0.262, 0.16, 0.347, 0.177, 0.155, 0.16, 0.24, 0.201, 0.165, 0.489, 0.198, 0.227, 0.153, 0.156, 0.407, 0.056, 0.058, 0.143, 0.143, 0.219, 0.155, 0.328, 0.224, 0.335, 0.163, 0.247, 0.277, 0.197, 0.348, 0.337, 0.193, 0.195, 0.209, 0.293, 0.336, 0.226, 0.224, 0.206, 0.841, 0.066, 0.165, 0.261, 0.213, 0.141, 0.33, 0.186, 0.152, 0.159, 0.334, 0.175, 0.16, 0.583, 0.055, 0.155, 0.206, 0.141, 0.34, 0.152, 0.144, 0.214, 0.274, 0.307, 0.162, 0.235, 0.277, 0.172, 0.206, 0.189, 0.337, 0.46, 0.223, 0.209, 0.209, 0.214, 0.216, 0.371, 0.224, 0.375, 0.338, 0.266, 0.244, 0.269, 0.274, 0.273, 0.271, 0.283, 0.283, 0.305, 0.434, 0.33, 1.08, 0.065, 0.059, 0.134, 0.15, 0.145, 0.206, 0.354, 0.165, 0.255, 0.159, 0.286, 0.275, 0.16, 0.175, 0.181, 0.533, 0.201, 0.18, 0.185, 0.373, 0.16, 0.162, 0.455, 0.06, 0.057, 0.053, 0.057, 0.061, 0.063, 0.047, 0.059, 0.056, 0.057, 0.158, 0.154, 0.141, 0.383, 0.151, 0.142, 0.141, 0.359, 0.143, 0.225, 0.155, 0.151, 0.268, 0.334, 0.152, 0.206, 0.161, 0.401, 0.235, 0.275, 0.187, 0.151, 0.152, 0.287, 0.244, 0.272, 0.159, 0.559, 0.185, 0.156, 0.152, 0.146, 0.143, 0.263, 0.161, 0.316, 0.163, 0.438, 0.058, 0.167, 0.241, 0.161, 0.162, 0.151, 0.371, 0.062, 0.156, 0.215, 0.149, 0.145, 0.293, 0.165, 0.328, 0.36, 0.238, 0.387, 0.189, 0.437, 0.207, 0.228, 0.233, 0.365, 0.358, 0.381, 0.226, 0.225, 0.219, 0.448, 0.402, 0.246, 0.322, 0.289, 0.272, 0.394, 0.291, 0.365, 0.298, 0.409, 0.319, 0.323, 0.431, 0.339, 0.326, 0.311, 0.319, 0.325, 0.333, 0.367, 0.364, 0.594, 0.382, 0.595, 0.411, 0.414, 0.419, 1.668, 0.153, 0.23, 0.263, 0.147, 0.281, 0.156, 0.172, 0.354, 0.166, 0.199, 0.244, 0.174, 0.182, 0.294, 0.25, 0.184, 0.182, 0.357, 0.329, 0.226, 0.417, 0.239, 0.214, 0.579]\n",
+    "# incremental = [0.27, 0.147, 0.285, 0.146, 0.232, 0.168, 0.226, 0.267, 0.183, 0.151, 0.481, 0.174, 0.218, 0.142, 0.385, 0.061, 0.056, 0.155, 0.162, 0.219, 0.152, 0.279, 0.217, 0.425, 0.235, 0.162, 0.161, 0.3, 0.176, 0.174, 0.349, 0.305, 0.212, 0.221, 0.364, 0.223, 0.408, 0.467, 0.243, 0.707, 0.18, 0.143, 0.212, 0.181, 0.322, 0.265, 0.151, 0.157, 0.22, 0.291, 0.166, 0.55, 0.052, 0.154, 0.208, 0.147, 0.369, 0.163, 0.238, 0.151, 0.325, 0.289, 0.17, 0.234, 0.178, 0.269, 0.196, 0.216, 0.392, 0.358, 0.21, 0.22, 0.216, 0.302, 0.223, 0.256, 0.533, 0.273, 0.322, 0.25, 0.248, 0.314, 0.3, 0.284, 0.439, 0.288, 0.299, 0.298, 0.299, 0.304, 1.138, 0.18, 0.056, 0.054, 0.151, 0.135, 0.219, 0.281, 0.254, 0.168, 0.155, 0.301, 0.301, 0.276, 0.173, 0.161, 0.523, 0.242, 0.217, 0.142, 0.261, 0.147, 0.155, 0.47, 0.067, 0.063, 0.059, 0.223, 0.06, 0.057, 0.058, 0.062, 0.06, 0.058, 0.157, 0.148, 0.147, 0.484, 0.188, 0.145, 0.147, 0.344, 0.054, 0.14, 0.217, 0.143, 0.298, 0.151, 0.226, 0.155, 0.157, 0.43, 0.217, 0.214, 0.152, 0.153, 0.233, 0.285, 0.224, 0.329, 0.187, 0.436, 0.287, 0.143, 0.263, 0.171, 0.172, 0.36, 0.269, 0.676, 0.22, 0.411, 0.056, 0.161, 0.136, 0.255, 0.152, 0.156, 0.147, 0.402, 0.181, 0.208, 0.156, 0.149, 0.3, 0.158, 0.263, 0.366, 0.161, 0.41, 0.42, 0.459, 0.18, 0.177, 0.188, 0.305, 0.228, 0.354, 0.234, 0.248, 0.222, 0.437, 0.399, 0.294, 0.375, 0.266, 0.257, 0.478, 0.315, 0.388, 0.301, 0.362, 0.315, 0.315, 0.439, 0.311, 0.325, 0.344, 0.375, 0.367, 0.349, 0.333, 0.366, 0.556, 0.393, 0.599, 0.393, 0.766, 0.403, 1.396, 0.423, 0.232, 0.258, 0.145, 0.283, 0.156, 0.155, 0.27, 0.278, 0.172, 0.16, 0.167, 0.238, 0.322, 0.188, 0.181, 0.198, 0.275, 0.31, 0.208, 0.468, 0.223, 0.261, 0.62, ]\n",
+    "\n",
+    "# incremental orig [vad_update + states]\n",
+    "# incremental = [0.123, 0.194, 0.206, 0.163, 0.145, 0.15, 0.142, 0.226, 0.136, 0.139, 0.131, 0.274, 0.139, 0.172, 0.125, 0.325, 0.053, 0.056, 0.054, 0.123, 0.124, 0.126, 0.255, 0.129, 0.258, 0.19, 0.139, 0.141, 0.138, 0.155, 0.263, 0.159, 0.166, 0.163, 0.174, 0.196, 0.198, 0.193, 0.208, 0.192, 0.56, 0.068, 0.33, 0.163, 0.124, 0.195, 0.136, 0.125, 0.124, 0.13, 0.146, 0.143, 0.423, 0.063, 0.125, 0.139, 0.12, 0.157, 0.127, 0.2, 0.138, 0.316, 0.132, 0.202, 0.203, 0.218, 0.142, 0.153, 0.149, 0.137, 0.147, 0.159, 0.152, 0.201, 0.168, 0.209, 0.171, 0.201, 0.223, 0.248, 0.131, 0.199, 0.137, 0.135, 0.176, 0.201, 0.135, 0.193, 0.131, 0.177, 0.145, 0.145, 0.3, 0.056, 0.058, 0.176, 0.162, 0.121, 0.245, 0.144, 0.125, 0.203, 0.143, 0.144, 0.153, 0.195, 0.146, 0.35, 0.124, 0.154, 0.124, 0.265, 0.131, 0.284, 0.236, 0.068, 0.061, 0.054, 0.056, 0.067, 0.056, 0.05, 0.049, 0.061, 0.054, 0.136, 0.172, 0.119, 0.312, 0.123, 0.122, 0.123, 0.26, 0.059, 0.123, 0.149, 0.118, 0.119, 0.184, 0.192, 0.133, 0.133, 0.207, 0.118, 0.165, 0.12, 0.113, 0.12, 0.226, 0.136, 0.17, 0.131, 0.282, 0.054, 0.128, 0.174, 0.133, 0.156, 0.229, 0.218, 0.15, 0.128, 0.226, 0.054, 0.117, 0.126, 0.182, 0.128, 0.127, 0.146, 0.209, 0.138, 0.16, 0.129, 0.123, 0.21, 0.132, 0.144, 0.128, 0.15, 0.377, 0.114, 0.123, 0.205, 0.123, 0.125, 0.266, 0.175, 0.298, 0.131, 0.183, 0.143, 0.157, 0.168, 0.174, 0.17, 0.168, 0.187, 0.186, 0.182, 0.186, 0.211, 0.205, 0.218, 0.226, 0.223, 0.211, 0.235, 0.227, 0.23, 0.255, 0.265, 0.274, 0.271, 0.298, 0.265, 0.614, 0.297, 0.32, 0.302, 1.153, 0.09, 0.16, 0.123, 0.17, 0.242, 0.13, 0.135, 0.21, 0.125, 0.172, 0.179, 0.139, 0.15, 0.153, 0.157, 0.145, 0.15, 0.166, 0.17, 0.167, 0.365, 0.181, 0.185, 0.217, 0.442]\n",
+    "\n",
+    "# incremental 1\n",
+    "# incremental = [0.166, 0.141, 0.319, 0.247, 0.272, 0.15, 0.149, 0.188, 0.143, 0.146, 0.283, 0.141, 0.166, 0.122, 0.246, 0.054, 0.055, 0.13, 0.122, 0.172, 0.131, 0.224, 0.173, 0.19, 0.143, 0.217, 0.15, 0.155, 0.152, 0.169, 0.161, 0.176, 0.175, 0.305, 0.253, 0.131, 0.18, 0.136, 0.137, 0.318, 0.064, 0.123, 0.165, 0.124, 0.19, 0.199, 0.132, 0.141, 0.133, 0.2, 0.14, 0.327, 0.054, 0.136, 0.17, 0.125, 0.228, 0.146, 0.13, 0.135, 0.178, 0.21, 0.227, 0.128, 0.125, 0.167, 0.136, 0.177, 0.265, 0.196, 0.158, 0.144, 0.149, 0.144, 0.207, 0.162, 0.17, 0.167, 0.237, 0.196, 0.18, 0.185, 0.192, 0.198, 0.187, 0.205, 0.205, 0.226, 0.226, 0.213, 0.609, 0.062, 0.06, 0.053, 0.126, 0.122, 0.176, 0.191, 0.13, 0.147, 0.178, 0.136, 0.206, 0.144, 0.143, 0.142, 0.386, 0.128, 0.166, 0.136, 0.228, 0.131, 0.132, 0.22, 0.056, 0.063, 0.07, 0.07, 0.064, 0.079, 0.065, 0.059, 0.053, 0.062, 0.128, 0.129, 0.125, 0.241, 0.153, 0.135, 0.124, 0.227, 0.055, 0.132, 0.173, 0.126, 0.191, 0.13, 0.175, 0.162, 0.135, 0.185, 0.175, 0.169, 0.132, 0.128, 0.134, 0.214, 0.14, 0.179, 0.134, 0.277, 0.049, 0.137, 0.164, 0.124, 0.128, 0.229, 0.137, 0.189, 0.124, 0.223, 0.052, 0.123, 0.168, 0.163, 0.127, 0.126, 0.129, 0.217, 0.123, 0.168, 0.123, 0.132, 0.216, 0.149, 0.193, 0.268, 0.139, 0.138, 0.146, 0.185, 0.169, 0.155, 0.171, 0.186, 0.277, 0.199, 0.184, 0.204, 0.241, 0.348, 0.244, 0.226, 0.223, 0.219, 0.24, 0.253, 0.312, 0.248, 0.29, 0.285, 0.273, 0.27, 0.271, 0.273, 0.282, 0.306, 0.315, 0.321, 0.302, 0.327, 0.296, 0.311, 0.324, 0.333, 0.354, 0.564, 0.346, 0.798, 0.281, 0.431, 0.424, 0.3, 0.359, 0.393, 0.415, 0.203, 0.137, 0.138, 0.137, 0.146, 0.139, 0.21, 0.165, 0.165, 0.164, 0.183, 0.215, 0.191, 0.185, 0.268, 0.183, 0.281]\n",
+    "# incremental = [0.14, 0.133, 0.207, 0.146, 0.179, 0.137, 0.132, 0.139, 0.203, 0.194, 0.156, 0.282, 0.172, 0.118, 0.13, 0.386, 0.06, 0.062, 0.062, 0.121, 0.119, 0.125, 0.238, 0.128, 0.166, 0.225, 0.165, 0.166, 0.15, 0.166, 0.149, 0.223, 0.158, 0.179, 0.186, 0.182, 0.187, 0.186, 0.198, 0.197, 0.399, 0.066, 0.132, 0.196, 0.175, 0.123, 0.12, 0.167, 0.127, 0.174, 0.191, 0.127, 0.127, 0.301, 0.056, 0.128, 0.18, 0.179, 0.177, 0.135, 0.157, 0.228, 0.215, 0.215, 0.132, 0.128, 0.173, 0.172, 0.129, 0.137, 0.236, 0.178, 0.144, 0.152, 0.147, 0.158, 0.179, 0.284, 0.177, 0.181, 0.192, 0.181, 0.241, 0.233, 0.231, 0.218, 0.223, 0.221, 0.213, 0.244, 0.244, 0.232, 0.772, 0.058, 0.065, 0.134, 0.175, 0.125, 0.205, 0.132, 0.132, 0.199, 0.197, 0.12, 0.128, 0.168, 0.132, 0.131, 0.288, 0.174, 0.124, 0.195, 0.134, 0.134, 0.265, 0.048, 0.059, 0.073, 0.056, 0.061, 0.059, 0.057, 0.055, 0.057, 0.061, 0.132, 0.138, 0.135, 0.249, 0.132, 0.162, 0.128, 0.121, 0.282, 0.135, 0.161, 0.131, 0.131, 0.189, 0.175, 0.132, 0.135, 0.138, 0.24, 0.169, 0.131, 0.132, 0.143, 0.228, 0.136, 0.141, 0.141, 0.296, 0.052, 0.124, 0.164, 0.128, 0.123, 0.214, 0.199, 0.143, 0.139, 0.265, 0.058, 0.056, 0.131, 0.161, 0.13, 0.127, 0.123, 0.228, 0.135, 0.236, 0.407, 0.25, 0.409, 0.504, 0.336, 0.596, 0.134, 0.143, 0.147, 0.275, 0.315, 0.159, 0.172, 0.182, 0.182, 0.187, 0.191, 0.187, 0.2, 0.242, 0.276, 0.142, 0.123, 0.127, 0.166, 0.175, 0.176, 0.188, 0.211, 0.285, 0.236, 0.297, 0.147, 0.159, 0.154, 0.171, 0.164, 0.228, 0.183, 0.299, 0.395, 0.126, 0.122, 0.171, 0.17, 0.133, 0.152, 0.386, 0.053, 0.134, 0.17, 0.136, 0.131, 0.213, 0.126, 0.195, 0.133, 0.128, 0.13, 0.177, 0.136, 0.14, 0.19, 0.194, 0.162, 0.166, 0.169, 0.227, 0.185, 0.28, 0.188, 0.188, 0.259]\n",
+    "# incremental = [1.174, 0.16, 0.2, 0.223, 0.19, 0.147, 0.153, 0.193, 0.137, 0.177, 0.145, 0.258, 0.178, 0.124, 0.124, 0.241, 0.057, 0.056, 0.058, 0.153, 0.147, 0.122, 0.226, 0.126, 0.219, 0.131, 0.139, 0.179, 0.137, 0.142, 0.148, 0.222, 0.151, 0.158, 0.173, 0.186, 0.187, 0.218, 0.176, 0.201, 0.35, 0.051, 0.247, 0.205, 0.134, 0.155, 0.192, 0.132, 0.132, 0.184, 0.14, 0.188, 0.339, 0.049, 0.216, 0.133, 0.118, 0.145, 0.165, 0.126, 0.137, 0.296, 0.205, 0.13, 0.128, 0.236, 0.219, 0.162, 0.135, 0.139, 0.244, 0.191, 0.162, 0.153, 0.156, 0.162, 0.168, 0.212, 0.189, 0.208, 0.177, 0.192, 0.188, 0.199, 0.204, 0.195, 0.224, 0.25, 0.226, 0.256, 0.294, 0.34, 0.207, 0.064, 0.063, 0.125, 0.176, 0.13, 0.208, 0.142, 0.131, 0.189, 0.186, 0.124, 0.122, 0.182, 0.122, 0.29, 0.135, 0.171, 0.13, 0.205, 0.121, 0.132, 0.278, 0.06, 0.056, 0.06, 0.056, 0.053, 0.052, 0.053, 0.055, 0.053, 0.062, 0.13, 0.128, 0.126, 0.239, 0.126, 0.129, 0.136, 0.126, 0.238, 0.133, 0.166, 0.127, 0.144, 0.199, 0.183, 0.14, 0.137, 0.28, 0.132, 0.174, 0.138, 0.123, 0.132, 0.217, 0.172, 0.137, 0.138, 0.295, 0.064, 0.118, 0.166, 0.127, 0.127, 0.175, 0.228, 0.138, 0.125, 0.244, 0.054, 0.059, 0.137, 0.163, 0.121, 0.127, 0.122, 0.234, 0.124, 0.155, 0.183, 0.124, 0.188, 0.166, 0.137, 0.19, 0.306, 0.145, 0.157, 0.301, 0.162, 0.157, 0.163, 0.176, 0.175, 0.177, 0.19, 0.193, 0.203, 0.201, 0.206, 0.214, 0.216, 0.217, 0.237, 0.228, 0.24, 0.234, 0.248, 0.258, 0.268, 0.264, 0.402, 0.29, 0.262, 0.278, 0.282, 0.291, 0.289, 0.316, 0.303, 0.31, 0.306, 0.3, 0.325, 0.327, 0.329, 0.649, 0.06, 0.143, 0.171, 0.127, 0.125, 0.184, 0.125, 0.283, 0.133, 0.131, 0.204, 0.135, 0.142, 0.201, 0.143, 0.16, 0.152, 0.167, 0.219, 0.169, 0.18, 0.287, 0.2, 0.189, 0.277]\n",
+    "# synthesize speech\n",
+    "# incremental = [0.177, 0.133, 0.192, 0.133, 0.201, 0.133, 0.141, 0.137, 0.175, 0.22, 0.153, 0.331, 0.184, 0.18, 0.147, 0.138, 0.393, 0.067, 0.156, 0.16, 0.136, 0.122, 0.224, 0.205, 0.182, 0.135, 0.271, 0.147, 0.146, 0.178, 0.158, 0.151, 0.164, 0.173, 0.162, 0.186, 0.346, 0.199, 0.12, 0.131, 0.32, 0.064, 0.063, 0.142, 0.165, 0.129, 0.213, 0.124, 0.133, 0.138, 0.284, 0.14, 0.145, 0.374, 0.054, 0.137, 0.164, 0.118, 0.199, 0.133, 0.131, 0.28, 0.163, 0.254, 0.19, 0.119, 0.162, 0.128, 0.132, 0.269, 0.158, 0.235, 0.141, 0.141, 0.242, 0.178, 0.178, 0.151, 0.19, 0.178, 0.236, 0.176, 0.24, 0.206, 0.201, 0.207, 0.213, 0.218, 0.22, 0.257, 0.308, 0.304, 0.076, 0.056, 0.063, 0.069, 0.165, 0.198, 0.151, 0.278, 0.135, 0.21, 0.147, 0.14, 0.229, 0.151, 0.159, 0.151, 0.417, 0.167, 0.124, 0.172, 0.307, 0.144, 0.244, 0.062, 0.054, 0.063, 0.053, 0.06, 0.049, 0.053, 0.075, 0.061, 0.061, 0.054, 0.131, 0.124, 0.124, 0.284, 0.175, 0.138, 0.128, 0.253, 0.13, 0.161, 0.119, 0.151, 0.271, 0.145, 0.217, 0.14, 0.139, 0.269, 0.199, 0.176, 0.135, 0.13, 0.14, 0.257, 0.163, 0.224, 0.144, 0.327, 0.143, 0.183, 0.151, 0.127, 0.136, 0.287, 0.143, 0.13, 0.131, 0.296, 0.052, 0.134, 0.121, 0.169, 0.125, 0.125, 0.272, 0.157, 0.206, 0.199, 0.131, 0.128, 0.176, 0.241, 0.14, 0.244, 0.145, 0.147, 0.352, 0.268, 0.16, 0.163, 0.171, 0.187, 0.202, 0.193, 0.191, 0.23, 0.227, 0.212, 0.285, 0.236, 0.234, 0.217, 0.213, 0.236, 0.238, 0.33, 0.28, 0.268, 0.286, 0.283, 0.286, 0.364, 0.315, 0.29, 0.297, 0.297, 0.297, 0.322, 0.378, 0.311, 0.341, 0.344, 0.334, 0.34, 0.698, 0.069, 0.132, 0.167, 0.186, 0.13, 0.222, 0.136, 0.204, 0.208, 0.131, 0.134, 0.152, 0.145, 0.15, 0.144, 0.26, 0.166, 0.156, 0.162, 0.18, 0.297, 0.185, 0.185, 0.201, 0.328]\n",
+    "# incremental = [0.146, 0.133, 0.186, 0.137, 0.199, 0.145, 0.128, 0.163, 0.218, 0.217, 0.159, 0.315, 0.175, 0.176, 0.125, 0.141, 0.277, 0.064, 0.061, 0.123, 0.116, 0.166, 0.217, 0.199, 0.171, 0.211, 0.134, 0.142, 0.148, 0.276, 0.157, 0.156, 0.157, 0.542, 0.19, 0.186, 0.186, 0.187, 0.186, 0.174, 0.432, 0.051, 0.052, 0.127, 0.162, 0.132, 0.125, 0.238, 0.14, 0.134, 0.172, 0.132, 0.135, 0.368, 0.054, 0.246, 0.163, 0.115, 0.166, 0.131, 0.13, 0.28, 0.217, 0.122, 0.126, 0.18, 0.125, 0.134, 0.131, 0.221, 0.134, 0.226, 0.151, 0.144, 0.163, 0.16, 0.169, 0.27, 0.174, 0.184, 0.19, 0.178, 0.187, 0.206, 0.203, 0.202, 0.206, 0.217, 0.224, 0.241, 0.251, 0.233, 0.665, 0.054, 0.052, 0.061, 0.165, 0.173, 0.124, 0.224, 0.135, 0.207, 0.143, 0.197, 0.146, 0.153, 0.147, 0.137, 0.419, 0.166, 0.128, 0.167, 0.237, 0.141, 0.237, 0.056, 0.054, 0.051, 0.054, 0.063, 0.059, 0.059, 0.049, 0.062, 0.056, 0.057, 0.126, 0.116, 0.432, 0.268, 0.121, 0.119, 0.174, 0.266, 0.131, 0.17, 0.127, 0.141, 0.274, 0.161, 0.213, 0.143, 0.158, 0.273, 0.171, 0.176, 0.144, 0.138, 0.217, 0.182, 0.143, 0.203, 0.141, 0.298, 0.129, 0.174, 0.125, 0.124, 0.125, 0.28, 0.135, 0.143, 0.143, 0.3, 0.055, 0.166, 0.165, 0.161, 0.124, 0.129, 0.255, 0.133, 0.178, 0.255, 0.157, 0.421, 0.132, 0.221, 0.245, 0.148, 0.138, 0.231, 0.263, 0.256, 0.449, 0.174, 0.19, 0.189, 0.188, 0.19, 0.194, 0.207, 0.206, 0.206, 0.278, 0.229, 0.221, 0.207, 0.211, 0.238, 0.24, 0.302, 0.264, 0.297, 0.272, 0.264, 0.264, 0.267, 0.269, 0.277, 0.297, 0.299, 0.303, 0.304, 0.301, 0.311, 0.297, 0.342, 0.322, 0.332, 1.311, 0.091, 0.13, 0.15, 0.197, 0.128, 0.217, 0.127, 0.205, 0.207, 0.125, 0.132, 0.139, 0.141, 0.188, 0.184, 0.222, 0.155, 0.154, 0.167, 0.176, 0.298, 0.179, 0.196, 0.185, 0.306]\n",
+    "\n",
+    "\n",
+    "# incremental 2 [_train]\n",
+    "# incremental = [0.144, 0.217, 0.149, 0.264, 0.15, 0.241, 0.157, 0.152, 0.25, 0.158, 0.454, 0.233, 0.231, 0.152, 0.148, 0.357, 0.064, 0.06, 0.143, 0.142, 0.17, 0.26, 0.225, 0.237, 0.306, 0.157, 0.164, 0.25, 0.179, 0.294, 0.179, 0.178, 0.192, 0.186, 0.206, 0.198, 0.238, 0.216, 0.217, 0.342, 0.054, 0.056, 0.144, 0.215, 0.146, 0.181, 0.143, 0.15, 0.266, 0.149, 0.143, 0.144, 0.514, 0.049, 0.215, 0.142, 0.222, 0.223, 0.154, 0.164, 0.34, 0.154, 0.241, 0.201, 0.173, 0.297, 0.138, 0.225, 0.27, 0.266, 0.155, 0.154, 0.148, 0.233, 0.166, 0.166, 0.283, 0.178, 0.188, 0.193, 0.193, 0.205, 0.214, 0.203, 0.215, 0.293, 0.242, 0.245, 0.256, 0.259, 0.59, 0.06, 0.058, 0.06, 0.06, 0.151, 0.151, 0.227, 0.261, 0.161, 0.239, 0.164, 0.264, 0.257, 0.156, 0.233, 0.161, 0.506, 0.245, 0.151, 0.225, 0.327, 0.16, 0.337, 0.059, 0.056, 0.056, 0.057, 0.067, 0.058, 0.067, 0.053, 0.052, 0.06, 0.065, 0.148, 0.145, 0.139, 0.38, 0.16, 0.148, 0.149, 0.332, 0.148, 0.232, 0.164, 0.149, 0.301, 0.149, 0.156, 0.159, 0.161, 0.329, 0.225, 0.229, 0.155, 0.16, 0.159, 0.308, 0.151, 0.281, 0.165, 0.43, 0.189, 0.348, 0.138, 0.152, 0.147, 0.267, 0.203, 0.27, 0.228, 0.53, 0.052, 0.147, 0.226, 0.147, 0.15, 0.147, 0.338, 0.145, 0.235, 0.279, 0.154, 0.155, 0.154, 0.351, 0.165, 0.155, 0.162, 0.177, 0.173, 0.248, 0.21, 0.191, 0.206, 0.198, 0.206, 0.211, 0.22, 0.291, 0.312, 0.221, 0.684, 0.236, 0.24, 0.258, 0.256, 0.263, 0.27, 0.277, 0.295, 0.301, 0.345, 0.295, 0.3, 0.309, 0.31, 0.317, 0.319, 0.334, 0.341, 0.372, 0.344, 0.364, 0.369, 0.38, 0.376, 0.398, 0.617, 0.064, 0.141, 0.212, 0.147, 0.153, 0.354, 0.16, 0.221, 0.156, 0.153, 0.163, 0.265, 0.144, 0.236, 0.145, 0.146, 0.175, 0.153, 0.221, 0.325, 0.305, 0.159, 0.179, 0.173, 0.375]\n",
+    "\n",
+    "# nonincremental infer\n",
+    "# incremental = [0.122, 0.196, 0.123, 0.314, 0.136, 0.127, 0.133, 0.204, 0.193, 0.135, 0.306, 0.137, 0.126, 0.174, 0.121, 0.303, 0.066, 0.055, 0.131, 0.135, 0.166, 0.13, 0.245, 0.237, 0.191, 0.135, 0.206, 0.211, 0.149, 0.311, 0.257, 0.233, 0.168, 0.171, 0.178, 0.256, 0.186, 0.196, 0.181, 0.585, 0.06, 0.059, 0.139, 0.169, 0.123, 0.241, 0.202, 0.128, 0.141, 0.226, 0.152, 0.128, 0.392, 0.054, 0.246, 0.166, 0.115, 0.248, 0.139, 0.137, 0.185, 0.243, 0.224, 0.142, 0.185, 0.239, 0.156, 0.17, 0.255, 0.192, 0.243, 0.181, 0.19, 0.223, 0.186, 0.195, 0.304, 0.197, 0.23, 0.316, 0.214, 0.248, 0.236, 0.239, 0.236, 0.328, 0.286, 0.281, 0.262, 0.342, 0.289, 0.796, 0.287, 0.062, 0.052, 0.13, 0.119, 0.165, 0.227, 0.134, 0.24, 0.224, 0.133, 0.15, 0.28, 0.139, 0.143, 0.36, 0.121, 0.462, 0.125, 0.309, 0.145, 0.251, 0.256, 0.06, 0.058, 0.058, 0.056, 0.055, 0.048, 0.047, 0.066, 0.064, 0.069, 0.138, 0.127, 0.134, 0.282, 0.119, 0.123, 0.116, 0.268, 0.128, 0.165, 0.173, 0.141, 0.198, 0.209, 0.129, 0.13, 0.133, 0.328, 0.174, 0.173, 0.13, 0.132, 0.142, 0.252, 0.201, 0.137, 0.136, 0.318, 0.054, 0.123, 0.128, 0.123, 0.118, 0.24, 0.128, 0.202, 0.121, 0.278, 0.058, 0.13, 0.18, 0.124, 0.138, 0.126, 0.271, 0.059, 0.139, 0.164, 0.125, 0.187, 0.261, 0.132, 0.307, 0.132, 0.224, 0.398, 0.303, 0.307, 0.154, 0.153, 0.161, 0.204, 0.196, 0.285, 0.19, 0.203, 0.189, 0.196, 0.366, 0.22, 0.31, 0.258, 0.287, 0.322, 0.236, 0.241, 0.537, 0.311, 0.261, 0.261, 0.402, 0.281, 0.277, 0.28, 0.303, 0.345, 0.307, 0.297, 0.319, 0.487, 0.319, 0.339, 0.33, 0.339, 0.341, 1.037, 0.126, 0.237, 0.21, 0.124, 0.269, 0.161, 0.132, 0.223, 0.143, 0.137, 0.181, 0.143, 0.221, 0.179, 0.263, 0.162, 0.169, 0.254, 0.187, 0.184, 0.321, 0.203, 0.203, 0.444]\n",
+    "# incremental = [0.126, 0.202, 0.239, 0.218, 0.152, 0.153, 0.228, 0.137, 0.139, 0.145, 0.349, 0.201, 0.138, 0.165, 0.326, 0.057, 0.056, 0.059, 0.143, 0.131, 0.134, 0.291, 0.15, 0.277, 0.15, 0.197, 0.249, 0.167, 0.26, 0.243, 0.246, 0.156, 0.242, 0.188, 0.26, 0.241, 0.376, 0.209, 0.204, 0.437, 0.054, 0.241, 0.238, 0.139, 0.223, 0.212, 0.193, 0.145, 0.234, 0.212, 0.141, 0.408, 0.045, 0.149, 0.149, 0.134, 0.131, 0.183, 0.145, 0.137, 0.382, 0.305, 0.139, 0.142, 0.249, 0.157, 0.147, 0.265, 0.173, 0.243, 0.192, 0.182, 0.184, 0.189, 0.19, 0.221, 0.303, 0.208, 0.329, 0.226, 0.234, 0.239, 0.247, 0.246, 0.354, 0.39, 0.282, 0.274, 0.274, 0.278, 0.275, 0.823, 0.05, 0.067, 0.141, 0.174, 0.127, 0.274, 0.139, 0.221, 0.143, 0.145, 0.154, 0.298, 0.155, 0.15, 0.407, 0.155, 0.18, 0.132, 0.233, 0.212, 0.143, 0.296, 0.064, 0.089, 0.057, 0.06, 0.054, 0.05, 0.055, 0.056, 0.065, 0.064, 0.169, 0.129, 0.127, 0.311, 0.133, 0.131, 0.134, 0.142, 0.267, 0.132, 0.169, 0.133, 0.13, 0.29, 0.216, 0.147, 0.137, 0.299, 0.14, 0.207, 0.138, 0.141, 0.13, 0.266, 0.286, 0.136, 0.144, 0.339, 0.061, 0.405, 0.182, 0.145, 0.145, 0.182, 0.297, 0.221, 0.148, 0.298, 0.084, 0.07, 0.144, 0.182, 0.14, 0.134, 0.135, 0.288, 0.144, 0.194, 0.216, 0.143, 0.133, 0.135, 0.257, 0.246, 0.25, 0.361, 0.149, 0.422, 0.265, 0.167, 0.171, 0.19, 0.194, 0.182, 0.299, 0.196, 0.342, 0.21, 0.32, 0.222, 0.319, 0.232, 0.235, 0.252, 0.364, 0.249, 0.274, 0.294, 0.315, 0.295, 0.312, 0.285, 0.288, 0.303, 0.285, 0.353, 0.36, 0.314, 0.3, 0.351, 0.317, 0.312, 0.337, 0.561, 0.38, 1.073, 0.057, 0.145, 0.253, 0.136, 0.14, 0.205, 0.156, 0.29, 0.194, 0.136, 0.139, 0.143, 0.22, 0.266, 0.164, 0.159, 0.165, 0.187, 0.26, 0.184, 0.311, 0.236, 0.193, 0.186, 0.464]\n",
+    "\n",
+    "# incremental infer\n",
+    "# incremental = [0.117, 0.179, 0.229, 0.222, 0.143, 0.13, 0.137, 0.192, 0.215, 0.15, 0.257, 0.137, 0.176, 0.139, 0.199, 0.295, 0.066, 0.057, 0.162, 0.129, 0.176, 0.135, 0.266, 0.145, 0.265, 0.184, 0.211, 0.151, 0.221, 0.269, 0.244, 0.237, 0.176, 0.177, 0.181, 0.234, 0.193, 0.185, 0.203, 0.512, 0.057, 0.102, 0.127, 0.19, 0.126, 0.256, 0.227, 0.131, 0.134, 0.134, 0.204, 0.144, 0.35, 0.051, 0.275, 0.166, 0.2, 0.169, 0.131, 0.139, 0.263, 0.228, 0.225, 0.151, 0.178, 0.219, 0.14, 0.176, 0.291, 0.25, 0.213, 0.19, 0.192, 0.199, 0.206, 0.196, 0.28, 0.21, 0.317, 0.265, 0.236, 0.222, 0.272, 0.251, 0.262, 0.361, 0.273, 0.265, 0.272, 0.277, 0.279, 0.732, 0.064, 0.059, 0.066, 0.14, 0.135, 0.248, 0.14, 0.137, 0.198, 0.149, 0.232, 0.145, 0.268, 0.151, 0.151, 0.373, 0.179, 0.176, 0.181, 0.25, 0.131, 0.235, 0.058, 0.058, 0.055, 0.054, 0.059, 0.064, 0.058, 0.061, 0.055, 0.066, 0.057, 0.125, 0.127, 0.134, 0.275, 0.128, 0.126, 0.146, 0.306, 0.129, 0.164, 0.131, 0.128, 0.228, 0.213, 0.133, 0.137, 0.142, 0.319, 0.169, 0.174, 0.134, 0.129, 0.131, 0.302, 0.245, 0.14, 0.144, 0.323, 0.128, 0.164, 0.125, 0.135, 0.132, 0.266, 0.139, 0.191, 0.14, 0.259, 0.053, 0.13, 0.161, 0.122, 0.138, 0.122, 0.263, 0.057, 0.127, 0.158, 0.125, 0.126, 0.191, 0.205, 0.138, 0.129, 0.253, 0.143, 0.151, 0.148, 0.167, 0.165, 0.16, 0.383, 0.174, 0.296, 0.187, 0.334, 0.218, 0.207, 0.364, 0.206, 0.204, 0.226, 0.218, 0.237, 0.235, 0.279, 0.357, 0.273, 0.269, 0.265, 0.274, 0.271, 0.285, 0.293, 0.292, 0.301, 0.308, 0.308, 0.305, 0.302, 0.305, 0.305, 0.336, 0.339, 0.347, 1.08, 0.134, 0.169, 0.19, 0.124, 0.212, 0.178, 0.186, 0.209, 0.134, 0.128, 0.178, 0.137, 0.209, 0.187, 0.225, 0.163, 0.15, 0.161, 0.248, 0.281, 0.221, 0.183, 0.193, 0.429]\n",
+    "# incremental = [0.126, 0.189, 0.13, 0.293, 0.133, 0.149, 0.137, 0.235, 0.154, 0.141, 0.326, 0.132, 0.121, 0.17, 0.132, 0.291, 0.058, 0.061, 0.132, 0.132, 0.168, 0.134, 0.249, 0.235, 0.201, 0.144, 0.21, 0.214, 0.145, 0.258, 0.222, 0.223, 0.176, 0.208, 0.227, 0.259, 0.231, 0.32, 0.215, 0.569, 0.057, 0.057, 0.133, 0.129, 0.16, 0.289, 0.203, 0.134, 0.143, 0.23, 0.185, 0.142, 0.364, 0.054, 0.271, 0.165, 0.128, 0.29, 0.196, 0.138, 0.145, 0.198, 0.213, 0.149, 0.189, 0.213, 0.153, 0.159, 0.251, 0.171, 0.281, 0.184, 0.184, 0.189, 0.203, 0.203, 0.285, 0.194, 0.219, 0.347, 0.227, 0.229, 0.246, 0.232, 0.241, 0.365, 0.291, 0.284, 0.275, 0.274, 0.272, 0.779, 0.073, 0.058, 0.055, 0.143, 0.133, 0.159, 0.24, 0.133, 0.133, 0.238, 0.14, 0.144, 0.281, 0.142, 0.145, 0.368, 0.131, 0.165, 0.124, 0.26, 0.128, 0.128, 0.258, 0.061, 0.06, 0.051, 0.063, 0.069, 0.06, 0.055, 0.055, 0.052, 0.065, 0.13, 0.124, 0.124, 0.283, 0.129, 0.127, 0.131, 0.26, 0.056, 0.126, 0.178, 0.142, 0.234, 0.215, 0.13, 0.127, 0.132, 0.31, 0.183, 0.176, 0.133, 0.158, 0.143, 0.251, 0.205, 0.139, 0.144, 0.318, 0.054, 0.128, 0.17, 0.127, 0.129, 0.254, 0.214, 0.198, 0.156, 0.323, 0.057, 0.128, 0.167, 0.168, 0.136, 0.129, 0.25, 0.068, 0.189, 0.177, 0.128, 0.137, 0.283, 0.141, 0.305, 0.14, 0.226, 0.378, 0.263, 0.449, 0.172, 0.158, 0.168, 0.178, 0.221, 0.326, 0.189, 0.188, 0.193, 0.205, 0.371, 0.227, 0.327, 0.216, 0.231, 0.341, 0.251, 0.252, 0.298, 0.261, 0.281, 0.295, 0.359, 0.283, 0.285, 0.294, 0.305, 0.317, 0.322, 0.322, 0.317, 0.471, 0.315, 0.327, 0.328, 0.343, 0.347, 0.962, 0.136, 0.276, 0.237, 0.134, 0.227, 0.137, 0.134, 0.225, 0.151, 0.144, 0.182, 0.165, 0.215, 0.163, 0.243, 0.161, 0.171, 0.177, 0.251, 0.187, 0.315, 0.224, 0.207, 0.426]\n",
+    "# incremental = [0.157, 0.136, 0.199, 0.132, 0.266, 0.164, 0.14, 0.148, 0.223, 0.24, 0.148, 0.299, 0.195, 0.184, 0.151, 0.14, 0.284, 0.068, 0.069, 0.181, 0.136, 0.129, 0.226, 0.248, 0.164, 0.358, 0.174, 0.196, 0.154, 0.244, 0.244, 0.224, 0.172, 0.256, 0.187, 0.22, 0.186, 0.219, 0.216, 0.2, 0.528, 0.063, 0.058, 0.139, 0.169, 0.128, 0.136, 0.278, 0.148, 0.132, 0.139, 0.155, 0.149, 0.382, 0.063, 0.144, 0.128, 0.177, 0.181, 0.132, 0.145, 0.317, 0.154, 0.234, 0.148, 0.281, 0.152, 0.164, 0.254, 0.178, 0.252, 0.187, 0.193, 0.184, 0.2, 0.199, 0.207, 0.304, 0.227, 0.313, 0.291, 0.24, 0.249, 0.245, 0.264, 0.333, 0.371, 0.272, 0.278, 0.28, 0.302, 0.756, 0.061, 0.068, 0.056, 0.059, 0.135, 0.163, 0.136, 0.215, 0.256, 0.135, 0.151, 0.227, 0.147, 0.281, 0.17, 0.159, 0.358, 0.166, 0.134, 0.197, 0.311, 0.167, 0.259, 0.061, 0.053, 0.072, 0.07, 0.078, 0.073, 0.078, 0.08, 0.076, 0.074, 0.071, 0.192, 0.126, 0.125, 0.281, 0.134, 0.126, 0.136, 0.25, 0.133, 0.174, 0.139, 0.129, 0.222, 0.216, 0.192, 0.144, 0.135, 0.248, 0.183, 0.176, 0.189, 0.144, 0.22, 0.184, 0.2, 0.135, 0.133, 0.315, 0.128, 0.298, 0.126, 0.126, 0.121, 0.34, 0.143, 0.208, 0.146, 0.276, 0.058, 0.132, 0.135, 0.176, 0.125, 0.127, 0.28, 0.131, 0.165, 0.191, 0.136, 0.128, 0.173, 0.234, 0.289, 0.168, 0.281, 0.415, 0.331, 0.362, 0.161, 0.162, 0.189, 0.194, 0.2, 0.292, 0.2, 0.199, 0.328, 0.363, 0.237, 0.352, 0.218, 0.227, 0.235, 0.291, 0.26, 0.321, 0.273, 0.306, 0.273, 0.274, 0.271, 0.369, 0.293, 0.286, 0.304, 0.308, 0.322, 0.299, 0.313, 0.444, 0.329, 0.35, 0.521, 0.365, 0.908, 0.054, 0.183, 0.167, 0.185, 0.129, 0.222, 0.132, 0.238, 0.139, 0.131, 0.135, 0.185, 0.138, 0.221, 0.187, 0.218, 0.153, 0.158, 0.176, 0.246, 0.297, 0.222, 0.202, 0.191, 0.463]\n",
+    "# incremental = [0.329, 0.188, 0.206, 0.228, 0.138, 0.133, 0.138, 0.205, 0.178, 0.143, 0.368, 0.167, 0.167, 0.128, 0.132, 0.283, 0.069, 0.064, 0.13, 0.121, 0.165, 0.174, 0.245, 0.177, 0.253, 0.171, 0.142, 0.208, 0.185, 0.268, 0.23, 0.238, 0.169, 0.167, 0.22, 0.179, 0.19, 0.186, 0.194, 0.512, 0.059, 0.083, 0.123, 0.166, 0.13, 0.247, 0.205, 0.135, 0.144, 0.229, 0.148, 0.139, 0.372, 0.057, 0.127, 0.122, 0.165, 0.208, 0.29, 0.133, 0.215, 0.235, 0.22, 0.146, 0.186, 0.215, 0.161, 0.176, 0.254, 0.168, 0.24, 0.174, 0.181, 0.216, 0.202, 0.201, 0.289, 0.202, 0.294, 0.207, 0.208, 0.214, 0.215, 0.234, 0.245, 0.346, 0.27, 0.271, 0.276, 0.334, 0.272, 0.704, 0.141, 0.052, 0.07, 0.157, 0.13, 0.161, 0.222, 0.137, 0.199, 0.15, 0.217, 0.14, 0.263, 0.149, 0.147, 0.379, 0.162, 0.185, 0.129, 0.237, 0.135, 0.127, 0.228, 0.06, 0.06, 0.064, 0.056, 0.06, 0.057, 0.054, 0.054, 0.061, 0.054, 0.122, 0.144, 0.15, 0.279, 0.13, 0.119, 0.124, 0.254, 0.138, 0.204, 0.181, 0.128, 0.204, 0.183, 0.185, 0.149, 0.148, 0.305, 0.213, 0.174, 0.14, 0.135, 0.143, 0.244, 0.204, 0.134, 0.134, 0.317, 0.06, 0.131, 0.123, 0.128, 0.161, 0.323, 0.128, 0.197, 0.146, 0.268, 0.057, 0.129, 0.169, 0.132, 0.126, 0.165, 0.258, 0.059, 0.174, 0.17, 0.127, 0.128, 0.202, 0.239, 0.243, 0.134, 0.138, 0.136, 0.295, 0.274, 0.155, 0.157, 0.204, 0.304, 0.313, 0.178, 0.205, 0.29, 0.193, 0.198, 0.393, 0.206, 0.307, 0.205, 0.213, 0.309, 0.217, 0.225, 0.266, 0.237, 0.285, 0.32, 0.267, 0.361, 0.28, 0.274, 0.272, 0.286, 0.287, 0.32, 0.308, 0.409, 0.442, 0.561, 0.325, 0.307, 0.315, 0.852, 0.412, 0.161, 0.181, 0.125, 0.216, 0.138, 0.197, 0.191, 0.131, 0.316, 0.173, 0.139, 0.202, 0.151, 0.229, 0.156, 0.157, 0.164, 0.284, 0.282, 0.214, 0.179, 0.185, 0.467]\n",
+    "# incremental = [0.189, 0.126, 0.17, 0.23, 0.136, 0.135, 0.164, 0.234, 0.152, 0.141, 0.145, 0.329, 0.138, 0.206, 0.138, 0.325, 0.06, 0.056, 0.061, 0.136, 0.128, 0.13, 0.257, 0.138, 0.245, 0.148, 0.214, 0.214, 0.144, 0.197, 0.278, 0.178, 0.173, 0.257, 0.18, 0.18, 0.225, 0.338, 0.21, 0.2, 0.39, 0.057, 0.143, 0.17, 0.139, 0.242, 0.204, 0.184, 0.136, 0.209, 0.14, 0.148, 0.404, 0.055, 0.162, 0.144, 0.129, 0.172, 0.152, 0.128, 0.133, 0.33, 0.233, 0.139, 0.138, 0.239, 0.149, 0.158, 0.245, 0.172, 0.175, 0.25, 0.177, 0.191, 0.188, 0.195, 0.188, 0.287, 0.202, 0.301, 0.22, 0.222, 0.229, 0.229, 0.24, 0.275, 0.34, 0.279, 0.267, 0.27, 0.276, 0.291, 0.748, 0.058, 0.059, 0.142, 0.172, 0.152, 0.25, 0.136, 0.214, 0.142, 0.157, 0.138, 0.266, 0.152, 0.148, 0.146, 0.368, 0.172, 0.13, 0.233, 0.14, 0.135, 0.28, 0.058, 0.059, 0.06, 0.097, 0.064, 0.058, 0.058, 0.057, 0.055, 0.059, 0.16, 0.126, 0.128, 0.282, 0.138, 0.125, 0.122, 0.132, 0.322, 0.128, 0.199, 0.431, 0.121, 0.204, 0.189, 0.13, 0.124, 0.264, 0.135, 0.173, 0.147, 0.125, 0.127, 0.244, 0.193, 0.126, 0.132, 0.294, 0.051, 0.133, 0.159, 0.127, 0.124, 0.207, 0.221, 0.195, 0.138, 0.258, 0.048, 0.058, 0.128, 0.164, 0.126, 0.122, 0.135, 0.272, 0.13, 0.166, 0.186, 0.124, 0.173, 0.133, 0.239, 0.269, 0.135, 0.284, 0.293, 0.244, 0.227, 0.162, 0.157, 0.194, 0.185, 0.203, 0.284, 0.202, 0.33, 0.212, 0.314, 0.216, 0.395, 0.242, 0.235, 0.235, 0.339, 0.253, 0.331, 0.287, 0.284, 0.277, 0.313, 0.281, 0.318, 0.3, 0.358, 0.317, 0.31, 0.309, 0.306, 0.462, 0.338, 0.334, 0.354, 0.479, 0.373, 0.911, 0.055, 0.185, 0.161, 0.127, 0.24, 0.125, 0.129, 0.215, 0.179, 0.127, 0.143, 0.135, 0.208, 0.223, 0.162, 0.15, 0.161, 0.18, 0.238, 0.185, 0.309, 0.217, 0.207, 0.19, 0.425]\n",
+    "# incremental = [0.133, 0.192, 0.198, 0.229, 0.133, 0.135, 0.239, 0.146, 0.143, 0.141, 0.325, 0.186, 0.164, 0.146, 0.304, 0.059, 0.058, 0.052, 0.13, 0.14, 0.139, 0.272, 0.167, 0.308, 0.152, 0.144, 0.243, 0.149, 0.211, 0.223, 0.227, 0.163, 0.28, 0.184, 0.178, 0.243, 0.338, 0.199, 0.226, 0.391, 0.06, 0.19, 0.207, 0.129, 0.21, 0.197, 0.169, 0.133, 0.132, 0.231, 0.145, 0.361, 0.055, 0.189, 0.135, 0.125, 0.123, 0.166, 0.133, 0.129, 0.319, 0.225, 0.139, 0.151, 0.19, 0.243, 0.152, 0.256, 0.165, 0.25, 0.191, 0.173, 0.204, 0.21, 0.212, 0.198, 0.296, 0.197, 0.312, 0.234, 0.225, 0.217, 0.259, 0.249, 0.336, 0.348, 0.289, 0.274, 0.308, 0.273, 0.29, 0.742, 0.066, 0.055, 0.128, 0.16, 0.132, 0.238, 0.134, 0.221, 0.142, 0.135, 0.149, 0.268, 0.151, 0.147, 0.152, 0.361, 0.162, 0.124, 0.177, 0.126, 0.127, 0.303, 0.061, 0.061, 0.053, 0.053, 0.057, 0.059, 0.056, 0.063, 0.059, 0.079, 0.187, 0.126, 0.132, 0.279, 0.131, 0.175, 0.123, 0.135, 0.304, 0.127, 0.155, 0.143, 0.126, 0.215, 0.197, 0.177, 0.133, 0.245, 0.125, 0.168, 0.168, 0.122, 0.122, 0.257, 0.223, 0.142, 0.129, 0.311, 0.073, 0.136, 0.203, 0.135, 0.125, 0.752, 0.382, 0.217, 0.13, 0.262, 0.056, 0.057, 0.135, 0.181, 0.128, 0.132, 0.126, 0.249, 0.126, 0.161, 0.204, 0.132, 0.133, 0.133, 0.243, 0.247, 0.213, 0.359, 0.148, 0.433, 0.243, 0.152, 0.176, 0.186, 0.187, 0.178, 0.286, 0.199, 0.201, 0.198, 0.367, 0.32, 0.198, 0.224, 0.218, 0.216, 0.341, 0.233, 0.241, 0.291, 0.311, 0.286, 0.31, 0.28, 0.277, 0.274, 0.288, 0.361, 0.31, 0.303, 0.291, 0.363, 0.425, 0.318, 0.362, 0.463, 0.365, 0.918, 0.062, 0.194, 0.164, 0.129, 0.126, 0.19, 0.134, 0.279, 0.186, 0.139, 0.137, 0.144, 0.228, 0.233, 0.15, 0.155, 0.162, 0.166, 0.272, 0.187, 0.323, 0.183, 0.188, 0.198, 0.423]\n",
+    "# incremental = [0.187, 0.13, 0.26, 0.14, 0.134, 0.251, 0.132, 0.212, 0.15, 0.143, 0.363, 0.141, 0.167, 0.128, 0.285, 0.055, 0.052, 0.136, 0.13, 0.168, 0.129, 0.247, 0.241, 0.194, 0.152, 0.218, 0.209, 0.151, 0.267, 0.175, 0.224, 0.165, 0.174, 0.269, 0.201, 0.243, 0.322, 0.219, 0.199, 0.558, 0.058, 0.139, 0.171, 0.14, 0.336, 0.141, 0.137, 0.148, 0.24, 0.319, 0.149, 0.56, 0.055, 0.137, 0.172, 0.134, 0.269, 0.129, 0.138, 0.131, 0.245, 0.22, 0.137, 0.183, 0.232, 0.16, 0.151, 0.247, 0.171, 0.253, 0.19, 0.182, 0.189, 0.204, 0.186, 0.199, 0.328, 0.232, 0.372, 0.229, 0.214, 0.228, 0.242, 0.234, 0.653, 0.289, 0.324, 0.344, 0.293, 0.279, 0.749, 0.063, 0.056, 0.057, 0.136, 0.124, 0.167, 0.251, 0.139, 0.134, 0.236, 0.134, 0.147, 0.322, 0.162, 0.142, 0.376, 0.14, 0.173, 0.138, 0.266, 0.142, 0.136, 0.278, 0.065, 0.059, 0.059, 0.062, 0.057, 0.055, 0.063, 0.064, 0.072, 0.065, 0.136, 0.124, 0.12, 0.276, 0.132, 0.164, 0.138, 0.256, 0.05, 0.134, 0.167, 0.124, 0.234, 0.152, 0.201, 0.154, 0.137, 0.334, 0.174, 0.183, 0.132, 0.134, 0.167, 0.308, 0.209, 0.143, 0.141, 0.313, 0.056, 0.13, 0.176, 0.131, 0.133, 0.245, 0.214, 0.206, 0.148, 0.25, 0.053, 0.122, 0.118, 0.189, 0.13, 0.128, 0.136, 0.24, 0.135, 0.171, 0.126, 0.146, 0.216, 0.208, 0.29, 0.133, 0.132, 0.286, 0.336, 0.263, 0.157, 0.166, 0.173, 0.184, 0.185, 0.284, 0.185, 0.203, 0.203, 0.198, 0.359, 0.312, 0.339, 0.256, 0.253, 0.284, 0.335, 0.259, 0.334, 0.307, 0.304, 0.281, 0.373, 0.3, 0.289, 0.29, 0.286, 0.327, 0.3, 0.299, 0.32, 0.435, 0.32, 0.464, 0.339, 0.334, 0.348, 1.288, 0.058, 0.201, 0.126, 0.527, 0.284, 0.148, 0.13, 0.21, 0.175, 0.138, 0.135, 0.141, 0.215, 0.238, 0.16, 0.164, 0.161, 0.186, 0.247, 0.192, 0.375, 0.191, 0.2, 0.431]\n",
+    "incremental = [0.153, 0.171, 0.197, 0.138, 0.23, 0.137, 0.141, 0.145, 0.225, 0.146, 0.148, 0.336, 0.138, 0.163, 0.181, 0.133, 0.354, 0.064, 0.053, 0.133, 0.132, 0.166, 0.135, 0.232, 0.234, 0.231, 0.204, 0.214, 0.157, 0.189, 0.236, 0.221, 0.245, 0.229, 0.205, 0.203, 0.248, 0.194, 0.201, 0.197, 0.483, 0.057, 0.052, 0.132, 0.158, 0.13, 0.251, 0.197, 0.135, 0.143, 0.262, 0.144, 0.135, 0.38, 0.054, 0.226, 0.128, 0.166, 0.261, 0.139, 0.132, 0.284, 0.23, 0.234, 0.142, 0.211, 0.217, 0.155, 0.163, 0.285, 0.169, 0.242, 0.201, 0.188, 0.189, 0.186, 0.187, 0.311, 0.214, 0.213, 0.304, 0.23, 0.265, 0.219, 0.234, 0.252, 0.239, 0.339, 0.278, 0.365, 0.271, 0.277, 0.729, 0.051, 0.055, 0.059, 0.132, 0.121, 0.162, 0.239, 0.133, 0.135, 0.214, 0.142, 0.132, 0.258, 0.144, 0.135, 0.386, 0.13, 0.135, 0.133, 0.273, 0.136, 0.133, 0.254, 0.05, 0.049, 0.05, 0.053, 0.093, 0.064, 0.055, 0.053, 0.049, 0.056, 0.142, 0.125, 0.131, 0.273, 0.131, 0.124, 0.121, 0.264, 0.135, 0.172, 0.159, 0.136, 0.205, 0.21, 0.159, 0.159, 0.14, 0.324, 0.161, 0.171, 0.127, 0.139, 0.154, 0.293, 0.22, 0.149, 0.188, 0.331, 0.051, 0.133, 0.132, 0.122, 0.152, 0.25, 0.191, 0.277, 0.134, 0.259, 0.051, 0.129, 0.168, 0.169, 0.134, 0.121, 0.253, 0.051, 0.147, 0.163, 0.137, 0.13, 0.264, 0.286, 0.179, 0.142, 0.224, 0.367, 0.156, 0.444, 0.173, 0.178, 0.187, 0.186, 0.189, 0.277, 0.184, 0.189, 0.189, 0.198, 0.366, 0.214, 0.306, 0.221, 0.221, 0.335, 0.269, 0.253, 0.299, 0.285, 0.28, 0.271, 0.353, 0.285, 0.291, 0.28, 0.307, 0.297, 0.31, 0.297, 0.305, 0.48, 0.323, 0.33, 0.329, 0.33, 0.333, 0.922, 0.131, 0.168, 0.188, 0.135, 0.21, 0.143, 0.13, 0.224, 0.138, 0.147, 0.198, 0.14, 0.223, 0.156, 0.239, 0.164, 0.163, 0.295, 0.184, 0.186, 0.333, 0.204, 0.197, 0.439]\n",
+    "# self_attn_state\n",
+    "# incremental = [0.122, 0.2, 0.133, 0.321, 0.136, 0.154, 0.141, 0.181, 0.212, 0.143, 0.313, 0.172, 0.134, 0.136, 0.356, 0.057, 0.078, 0.056, 0.139, 0.121, 0.158, 0.218, 0.203, 0.171, 0.208, 0.142, 0.24, 0.14, 0.141, 0.142, 0.158, 0.155, 0.184, 0.181, 0.221, 0.459, 0.198, 0.123, 0.126, 0.27, 0.067, 0.125, 0.163, 0.188, 0.129, 0.125, 0.239, 0.138, 0.136, 0.138, 0.133, 0.137, 0.381, 0.055, 0.129, 0.118, 0.166, 0.171, 0.131, 0.134, 0.278, 0.187, 0.229, 0.182, 0.129, 0.172, 0.128, 0.126, 0.248, 0.144, 0.217, 0.148, 0.14, 0.151, 0.266, 0.502, 0.155, 0.161, 0.211, 0.178, 0.176, 0.186, 0.187, 0.183, 0.211, 0.204, 0.22, 0.214, 0.206, 0.296, 0.252, 0.192, 0.063, 0.054, 0.056, 0.128, 0.124, 0.171, 0.263, 0.134, 0.198, 0.145, 0.26, 0.155, 0.123, 0.197, 0.127, 0.413, 0.209, 0.123, 0.194, 0.131, 0.128, 0.297, 0.053, 0.05, 0.057, 0.055, 0.046, 0.063, 0.06, 0.057, 0.057, 0.059, 0.135, 0.164, 0.121, 0.116, 0.258, 0.124, 0.118, 0.127, 0.285, 0.131, 0.164, 0.128, 0.134, 0.223, 0.208, 0.148, 0.124, 0.127, 0.263, 0.166, 0.128, 0.139, 0.162, 0.296, 0.189, 0.13, 0.135, 0.318, 0.049, 0.123, 0.17, 0.128, 0.125, 0.21, 0.214, 0.139, 0.14, 0.274, 0.051, 0.062, 0.131, 0.145, 0.162, 0.136, 0.125, 0.282, 0.13, 0.164, 0.205, 0.129, 0.156, 0.156, 0.251, 0.357, 0.139, 0.138, 0.149, 0.353, 0.19, 0.304, 0.165, 0.186, 0.194, 0.196, 0.183, 0.187, 0.194, 0.199, 0.206, 0.267, 0.212, 0.257, 0.228, 0.226, 0.225, 0.239, 0.3, 0.268, 0.272, 0.278, 0.303, 0.283, 0.274, 0.279, 0.274, 0.289, 0.303, 0.3, 0.303, 0.313, 0.305, 0.332, 0.344, 0.343, 0.342, 1.678, 0.062, 0.164, 0.13, 0.204, 0.171, 0.217, 0.171, 0.247, 0.207, 0.134, 0.13, 0.138, 0.138, 0.147, 0.187, 0.142, 0.242, 0.158, 0.16, 0.168, 0.214, 0.284, 0.185, 0.179, 0.365]\n",
+    "# incremental = [0.231, 0.134, 0.238, 0.195, 0.206, 0.147, 0.136, 0.149, 0.187, 0.214, 0.148, 0.354, 0.19, 0.213, 0.139, 0.138, 0.281, 0.061, 0.069, 0.178, 0.145, 0.133, 0.21, 0.208, 0.14, 0.287, 0.178, 0.173, 0.149, 0.27, 0.398, 0.376, 0.496, 0.164, 0.162, 0.178, 0.375, 0.273, 0.123, 0.126, 0.327, 0.058, 0.063, 0.134, 0.167, 0.127, 0.19, 0.167, 0.128, 0.132, 0.269, 0.14, 0.136, 0.388, 0.052, 0.245, 0.169, 0.126, 0.163, 0.126, 0.133, 0.264, 0.133, 0.246, 0.153, 0.164, 0.158, 0.119, 0.129, 0.254, 0.157, 0.268, 0.14, 0.135, 0.241, 0.143, 0.151, 0.155, 0.161, 0.188, 0.233, 0.191, 0.184, 0.179, 0.224, 0.213, 0.218, 0.226, 0.21, 0.211, 0.297, 0.253, 0.048, 0.056, 0.06, 0.059, 0.12, 0.169, 0.13, 0.233, 0.136, 0.21, 0.173, 0.162, 0.263, 0.146, 0.153, 0.139, 0.406, 0.191, 0.144, 0.163, 0.267, 0.139, 0.298, 0.055, 0.061, 0.049, 0.052, 0.055, 0.053, 0.051, 0.06, 0.053, 0.048, 0.052, 0.166, 0.123, 0.123, 0.26, 0.131, 0.161, 0.124, 0.277, 0.124, 0.159, 0.131, 0.131, 0.211, 0.135, 0.2, 0.135, 0.174, 0.285, 0.186, 0.179, 0.139, 0.133, 0.231, 0.181, 0.137, 0.199, 0.135, 0.306, 0.128, 0.173, 0.119, 0.116, 0.126, 0.285, 0.151, 0.136, 0.151, 0.363, 0.063, 0.173, 0.129, 0.169, 0.121, 0.129, 0.326, 0.13, 0.168, 0.212, 0.125, 0.136, 0.132, 0.247, 0.313, 0.144, 0.142, 0.149, 0.293, 0.178, 0.363, 0.176, 0.188, 0.185, 0.192, 0.178, 0.192, 0.213, 0.199, 0.204, 0.256, 0.21, 0.22, 0.208, 0.226, 0.242, 0.241, 0.556, 0.257, 0.262, 0.259, 0.26, 0.271, 0.379, 0.318, 0.282, 0.304, 0.331, 0.322, 0.295, 0.328, 0.328, 0.301, 0.345, 0.331, 0.333, 0.69, 0.056, 0.123, 0.167, 0.196, 0.127, 0.21, 0.129, 0.208, 0.234, 0.134, 0.141, 0.144, 0.137, 0.142, 0.139, 0.242, 0.152, 0.146, 0.16, 0.18, 0.287, 0.184, 0.18, 0.177, 0.321]\n",
+    "fig, ax = plt.subplots()\n",
+    "ax.boxplot([nonincremental, incremental])\n",
+    "ax.set_xticklabels([\"nonincremental\", \"incremental\"])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0.262 0.20222357723577236\n",
+      "0.2530612244897959 0.0975609756097561\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(np.mean(nonincremental), np.mean(incremental))\n",
+    "print(sum([1 for x in nonincremental if x > 0.32])/len(nonincremental), sum([1 for x in incremental if x > 0.32])/len(incremental))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 75,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.41239999999999993"
+      ]
+     },
+     "execution_count": 75,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "np.percentile(nonincremental, 90)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.3105"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "np.percentile(incremental, 90)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "fairseq-20230220-seamless",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.16"
+  },
+  "orig_nbformat": 4
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}

seamless_server/whl/seamless_communication-1.0.0-py3-none-any.whl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d5b81add4d9917ac562c2e8a10bd5b3c88804b8bd94c56cef4e9a01ecde4a839
-size 204321
+oid sha256:9063a33bd6da9f068a85f9e2dfbde322eaa805e8ee6e7a2e041ed95030b75ad9
+size 240828

streaming-react-app/.gitignore

@@ -10,6 +10,7 @@ lerna-debug.log*
 node_modules
 dist
 dist-ssr
+build
 *.local
 
 # Editor directories and files

streaming-react-app/package.json

@@ -1,11 +1,11 @@
 {
   "name": "streaming-react-app",
   "private": true,
-  "version": "0.0.14",
+  "version": "0.0.13",
   "type": "module",
   "scripts": {
     "dev": "vite --host --strictPort",
-    "build": "vite build",
+    "build": "tsc && vite build",
     "preview": "vite preview",
     "clean:node-modules": "rm -rf node_modules/",
     "ts-check": "tsc --noEmit",
@@ -24,6 +24,7 @@
     "amazon-cognito-identity-js": "^6.3.6",
     "audiobuffer-to-wav": "^1.0.0",
     "aws-sdk": "^2.1472.0",
+    "iso-639-1": "^3.1.0",
     "js-cookie": "^3.0.5",
     "lodash": "4.17.21",
     "react": "^18.2.0",

streaming-react-app/src/SocketWrapper.tsx

@@ -11,9 +11,8 @@ import {getURLParams} from './URLParams';
 
 // The time to wait before showing a "disconnected" screen upon initial app load
 const INITIAL_DISCONNECT_SCREEN_DELAY = 2000;
-const SERVER_URL_DEFAULT = `${window.location.protocol === "https:" ? "wss" : "ws"
-                    }://${window.location.host}`;
-                    
+const SERVER_URL_DEFAULT = 'localhost:8000';
+
 export default function SocketWrapper({children}) {
   const [socket, setSocket] = useState<Socket | null>(null);
   const [connected, setConnected] = useState<boolean | null>(null);
@@ -63,7 +62,6 @@ export default function SocketWrapper({children}) {
       // want that because that'd mean awful performance. It'd be better for the app
       // to simply break in that case and not connect.
       transports: ['websocket'],
-      path: '/ws/socket.io'
     });
 
     const onServerID = (serverID: string) => {

streaming-react-app/src/StreamingInterface.tsx

@@ -39,6 +39,7 @@ import float32To16BitPCM from './float32To16BitPCM';
 import createBufferedSpeechPlayer from './createBufferedSpeechPlayer';
 import Checkbox from '@mui/material/Checkbox';
 import Alert from '@mui/material/Alert';
+import ISO6391 from 'iso-639-1';
 import isScrolledToDocumentBottom from './isScrolledToDocumentBottom';
 import Box from '@mui/material/Box';
 import Slider from '@mui/material/Slider';
@@ -58,11 +59,11 @@ import {getURLParams} from './URLParams';
 import debug from './debug';
 import DebugSection from './DebugSection';
 import Switch from '@mui/material/Switch';
-import Grid from '@mui/material/Grid';
-import {getLanguageFromThreeLetterCode} from './languageLookup';
-import HeadphonesIcon from '@mui/icons-material/Headphones';
+import {Grid} from '@mui/material';
 
-const AUDIO_STREAM_DEFAULTS = {
+const AUDIO_STREAM_DEFAULTS: {
+  [key in SupportedInputSource]: BrowserAudioStreamConfig;
+} = {
   userMedia: {
     echoCancellation: false,
     noiseSuppression: true,
@@ -71,10 +72,13 @@ const AUDIO_STREAM_DEFAULTS = {
     echoCancellation: false,
     noiseSuppression: false,
   },
-} as const;
+};
 
 async function requestUserMediaAudioStream(
-  config: BrowserAudioStreamConfig = AUDIO_STREAM_DEFAULTS['userMedia'],
+  config: BrowserAudioStreamConfig = {
+    echoCancellation: false,
+    noiseSuppression: true,
+  },
 ) {
   const stream = await navigator.mediaDevices.getUserMedia({
     audio: {...config, channelCount: 1},
@@ -87,7 +91,10 @@ async function requestUserMediaAudioStream(
 }
 
 async function requestDisplayMediaAudioStream(
-  config: BrowserAudioStreamConfig = AUDIO_STREAM_DEFAULTS['displayMedia'],
+  config: BrowserAudioStreamConfig = {
+    echoCancellation: false,
+    noiseSuppression: false,
+  },
 ) {
   const stream = await navigator.mediaDevices.getDisplayMedia({
     audio: {...config, channelCount: 1},
@@ -152,7 +159,6 @@ export default function StreamingInterface() {
     useState<StreamingStatus>('stopped');
 
   const isStreamConfiguredRef = useRef<boolean>(false);
-  const [hasMaxSpeakers, setHasMaxSpeakers] = useState<boolean>(false);
 
   const [outputMode, setOutputMode] = useState<SupportedOutputMode>('s2s&t');
   const [inputSource, setInputSource] =
@@ -309,7 +315,6 @@ export default function StreamingInterface() {
       console.log('[configureStreamAsync] sending config', config);
 
       socket.emit('configure_stream', config, (statusObject) => {
-        setHasMaxSpeakers(statusObject.message === 'max_speakers')
         if (statusObject.status === 'ok') {
           isStreamConfiguredRef.current = true;
           console.debug(
@@ -754,29 +759,7 @@ export default function StreamingInterface() {
                 </Typography>
               </div>
             </div>
-            <div className="header-container-sra">
-              <div>
-                <Typography variant="body2" sx={{color: '#65676B'}}>
-                  Welcome! This space is limited to one speaker at a time. 
-                  If using the live HF space, sharing room code to listeners on another 
-                  IP address may not work because it's running on different replicas. 
-                  Use headphones if you are both speaker and listener to prevent feedback.
-                  <br/>
-                  If max speakers reached, please duplicate the space <a target="_blank" rel="noopener noreferrer" href="https://huggingface.co/spaces/facebook/seamless-streaming?duplicate=true">here</a>. 
-                  In your duplicated space, join a room as speaker or listener (or both), 
-                  and share the room code to invite listeners.
-                  <br/>
-                  Check out the seamless_communication <a target="_blank" rel="noopener noreferrer" href="https://github.com/facebookresearch/seamless_communication/tree/main">README</a> for more information.
-                  <br/>
-                  SeamlessStreaming model is a research model and is not released
-                  for production deployment. It is important to use a microphone with 
-                  noise cancellation (for e.g. a smartphone), otherwise you may see model hallucination on noises. 
-                  It works best if you pause every couple of sentences, or you may wish adjust the VAD threshold
-                  in the model config. The real-time performance will degrade
-                  if you try streaming multiple speakers at the same time.
-                </Typography>
-              </div>
-            </div>
+
             <Stack spacing="22px" direction="column">
               <Box>
                 <RoomConfig
@@ -848,6 +831,11 @@ export default function StreamingInterface() {
                       </Select>
                     </FormControl>
 
+                    <Typography variant="body2">
+                      {`Supported Source Languages: ${
+                        currentAgent?.sourceLangs.join(', ') ?? 'None'
+                      }`}
+                    </Typography>
                   </Stack>
 
                   <Stack spacing={0.5}>
@@ -872,11 +860,7 @@ export default function StreamingInterface() {
                           value={targetLang ?? ''}>
                           {currentAgent?.targetLangs.map((langCode) => (
                             <MenuItem value={langCode} key={langCode}>
-                              {getLanguageFromThreeLetterCode(langCode) != null
-                                ? `${getLanguageFromThreeLetterCode(
-                                    langCode,
-                                  )} (${langCode})`
-                                : langCode}
+                              {`${ISO6391.getName(langCode)} (${langCode})`}
                             </MenuItem>
                           ))}
                         </Select>
@@ -984,9 +968,8 @@ export default function StreamingInterface() {
                         </RadioGroup>
                       </FormControl>
                     </Box>
-
-                    <Box sx={{flex: 1, flexGrow: 2}}>
-                    <FormControl disabled={streamFixedConfigOptionsDisabled}>
+                    <Box sx={{flex: 1}}>
+                      <FormControl disabled={streamFixedConfigOptionsDisabled}>
                         <FormLabel>Options</FormLabel>
                         <FormControlLabel
                           control={
@@ -1003,7 +986,7 @@ export default function StreamingInterface() {
                               }
                             />
                           }
-                          label="Noise Suppression"
+                          label="Noise Suppression (Browser)"
                         />
                         <FormControlLabel
                           control={
@@ -1020,7 +1003,7 @@ export default function StreamingInterface() {
                               }
                             />
                           }
-                          label="Echo Cancellation (not recommended)"
+                          label="Echo Cancellation (Browser)"
                         />
                         <FormControlLabel
                           control={
@@ -1031,34 +1014,12 @@ export default function StreamingInterface() {
                               ) => setServerDebugFlag(event.target.checked)}
                             />
                           }
-                          label="Enable Server Debugging"
+                          label="Server Debug Flag"
                         />
                       </FormControl>
                     </Box>
                   </Stack>
 
-                  {isSpeaker &&
-                    isListener &&
-                    inputSource === 'userMedia' &&
-                    !enableEchoCancellation &&
-                    gain !== 0 && (
-                      <div>
-                        <Alert severity="warning" icon={<HeadphonesIcon />}>
-                          Headphones required to prevent feedback.
-                        </Alert>
-                      </div>
-                    )}
-
-                  {isSpeaker && enableEchoCancellation && (
-                    <div>
-                      <Alert severity="warning">
-                        We don't recommend using echo cancellation as it may
-                        distort the input audio. If possible, use headphones and
-                        disable echo cancellation instead.
-                      </Alert>
-                    </div>
-                  )}
-
                   <Stack direction="row" spacing={2}>
                     {streamingStatus === 'stopped' ? (
                       <Button
@@ -1120,13 +1081,7 @@ export default function StreamingInterface() {
                       </Alert>
                     </div>
                   )}
-                  {serverState != null && hasMaxSpeakers && (
-                    <div>
-                      <Alert severity="error">
-                        {`Maximum number of speakers reached. Please try again at a later time.`}
-                      </Alert>
-                    </div>
-                  )}
+
                   {serverState != null &&
                     serverState.totalActiveTranscoders >=
                       TOTAL_ACTIVE_TRANSCODER_WARNING_THRESHOLD && (
@@ -1141,7 +1096,7 @@ export default function StreamingInterface() {
                     serverState.serverLock.clientID !== clientID && (
                       <div>
                         <Alert severity="warning">
-                          {`The server is currently locked. Priority will be given to that client when they are streaming, and your streaming session may be halted abruptly.`}
+                          {`The server is currently locked by "${serverState.serverLock.name}". Priority will be given to that client when they are streaming, and your streaming session may be halted abruptly.`}
                         </Alert>
                       </div>
                     )}

streaming-react-app/src/URLParams.ts

@@ -1,5 +1,5 @@
-import { getBooleanParamFlag, getStringParamFlag } from './getParamFlag';
-import { URLParamsObject } from './types/URLParamsTypes';
+import {getBooleanParamFlag, getStringParamFlag} from './getParamFlag';
+import {URLParamsObject} from './types/URLParamsTypes';
 
 /**
  * These are the URL parameters you can provide to the app to change its behavior.

streaming-react-app/src/languageLookup.ts

@@ -1,119 +0,0 @@
-const LANG3_TO_NAME = {
-  afr: 'afrikaans',
-  amh: 'amharic',
-  arb: 'arabic',
-  asm: 'assamese',
-  azj: 'azerbaijani',
-  bak: 'bashkir',
-  bel: 'belarusian',
-  ben: 'bengali',
-  bod: 'tibetan',
-  bos: 'bosnian',
-  bre: 'breton',
-  bul: 'bulgarian',
-  cat: 'catalan',
-  ces: 'czech',
-  cmn: 'chinese',
-  cym: 'welsh',
-  dan: 'danish',
-  deu: 'german',
-  ell: 'greek',
-  eng: 'english',
-  est: 'estonian',
-  eus: 'basque',
-  fao: 'faroese',
-  fin: 'finnish',
-  fra: 'french',
-  glg: 'galician',
-  guj: 'gujarati',
-  hat: 'haitian creole',
-  hau: 'hausa',
-  haw: 'hawaiian',
-  heb: 'hebrew',
-  hin: 'hindi',
-  hrv: 'croatian',
-  hun: 'hungarian',
-  hye: 'armenian',
-  ind: 'indonesian',
-  isl: 'icelandic',
-  ita: 'italian',
-  jav: 'javanese',
-  jpn: 'japanese',
-  kan: 'kannada',
-  kat: 'georgian',
-  kaz: 'kazakh',
-  khk: 'mongolian',
-  khm: 'khmer',
-  kor: 'korean',
-  lao: 'lao',
-  lat: 'latin',
-  lin: 'lingala',
-  lit: 'lithuanian',
-  ltz: 'luxembourgish',
-  lvs: 'latvian',
-  mal: 'malayalam',
-  mar: 'marathi',
-  mkd: 'macedonian',
-  mlg: 'malagasy',
-  mlt: 'maltese',
-  mri: 'maori',
-  mya: 'myanmar',
-  nld: 'dutch',
-  nno: 'nynorsk',
-  nob: 'norwegian',
-  npi: 'nepali',
-  oci: 'occitan',
-  pan: 'punjabi',
-  pbt: 'pashto',
-  pes: 'persian',
-  pol: 'polish',
-  por: 'portuguese',
-  ron: 'romanian',
-  rus: 'russian',
-  san: 'sanskrit',
-  sin: 'sinhala',
-  slk: 'slovak',
-  slv: 'slovenian',
-  sna: 'shona',
-  snd: 'sindhi',
-  som: 'somali',
-  spa: 'spanish',
-  sqi: 'albanian',
-  srp: 'serbian',
-  sun: 'sundanese',
-  swe: 'swedish',
-  swh: 'swahili',
-  tam: 'tamil',
-  tat: 'tatar',
-  tel: 'telugu',
-  tgk: 'tajik',
-  tgl: 'tagalog',
-  tha: 'thai',
-  tuk: 'turkmen',
-  tur: 'turkish',
-  ukr: 'ukrainian',
-  urd: 'urdu',
-  uzn: 'uzbek',
-  vie: 'vietnamese',
-  yid: 'yiddish',
-  yor: 'yoruba',
-  zlm: 'malay',
-};
-
-export function getLanguageFromThreeLetterCode(
-  lang3Code: string,
-): string | null {
-  try {
-    const name = LANG3_TO_NAME[lang3Code] ?? null;
-    if (name == null) {
-      return null;
-    }
-    const capitalizedWords = name
-      .split(' ')
-      .map((word: string) => word[0].toUpperCase() + word.slice(1));
-    return capitalizedWords.join(' ');
-  } catch (e) {
-    console.warn(`Unable to get language name for code ${lang3Code}: ${e}`);
-  }
-  return null;
-}

streaming-react-app/src/types/StreamingTypes.ts

@@ -1,3 +1,13 @@
+export const SUPPORTED_LANGUAGE_CODES = ['en-US', 'es-ES'] as const;
+
+export type SupportedLanguageCode = (typeof SUPPORTED_LANGUAGE_CODES)[number];
+
+export type StartStreamingData = {
+  inputLang: SupportedLanguageCode;
+  outputLang: SupportedLanguageCode;
+  outputMode: SupportedOutputMode;
+};
+
 interface ServerTranslationDataBase {
   eos: boolean;
   event: string;
@@ -26,6 +36,7 @@ export type AgentCapabilities = {
   name: string;
   description: string;
   modalities: Array<OutputModalitiesBase>;
+  sourceLangs: Array<string>;
   targetLangs: Array<string>;
   dynamicParams: Array<DynamicParams>;
 };
@@ -38,10 +49,10 @@ export const SUPPORTED_OUTPUT_MODES: Array<{
   value: (typeof SUPPORTED_OUTPUT_MODE_VALUES)[number];
   label: string;
 }> = [
-    { value: 's2s&t', label: 'Text & Speech' },
-    { value: 's2t', label: 'Text' },
-    { value: 's2s', label: 'Speech' },
-  ];
+  {value: 's2s&t', label: 'Text & Speech'},
+  {value: 's2t', label: 'Text'},
+  {value: 's2s', label: 'Speech'},
+];
 
 export const SUPPORTED_INPUT_SOURCE_VALUES = [
   'userMedia',
@@ -56,13 +67,14 @@ export const SUPPORTED_INPUT_SOURCES: Array<{
   label: string;
 }> = [
   {value: 'userMedia', label: 'Microphone'},
-  {value: 'displayMedia', label: 'Browser Tab (Chrome only)'},
+  {value: 'displayMedia', label: 'Browser Tab'},
 ];
 
 export type StartStreamEventConfig = {
   event: 'config';
   rate: number;
   model_name: string;
+  // source_language: SupportedLanguageCode;
   debug: boolean;
   async_processing: boolean;
   model_type: SupportedOutputMode;
@@ -72,7 +84,6 @@ export type StartStreamEventConfig = {
 export interface BrowserAudioStreamConfig {
   echoCancellation: boolean;
   noiseSuppression: boolean;
-  echoCancellation: boolean;
 }
 
 export interface ServerStateItem {
@@ -89,7 +100,7 @@ export type ServerLockObject = {
 export type ServerState = ServerStateItem & {
   agentsCapabilities: Array<AgentCapabilities>;
   statusByRoom: {
-    [key: string]: { activeConnections: number; activeTranscoders: number };
+    [key: string]: {activeConnections: number; activeTranscoders: number};
   };
   totalActiveConnections: number;
   totalActiveTranscoders: number;
@@ -112,7 +123,9 @@ export type TranslationSentences = Array<string>;
 
 export type DynamicConfig = {
   // targetLanguage: a 3-letter string representing the desired output language.
+  // Supported languages are provided by the agent capabilities config
   targetLanguage: string;
+
   expressive: boolean | null;
 };
 

streaming-react-app/src/types/URLParamsTypes.ts

@@ -7,10 +7,10 @@ export type URLParamsObject = {
   serverURL: string | null;
   skipARIntro: boolean;
   ARTranscriptionType:
-  | 'single_block'
-  | 'lines'
-  | 'lines_with_background'
-  | string;
+    | 'single_block'
+    | 'lines'
+    | 'lines_with_background'
+    | string;
 };
 
 export type URLParamNames = keyof URLParamsObject;

streaming-react-app/vite.config.ts

@@ -1,8 +1,8 @@
-import { defineConfig } from 'vite';
+import {defineConfig} from 'vite';
 import react from '@vitejs/plugin-react';
 
 // https://vitejs.dev/config/
-export default defineConfig(({ command }) => {
+export default defineConfig(({command}) => {
   let define = {};
   if (command === 'serve') {
     define = {
@@ -12,13 +12,5 @@ export default defineConfig(({ command }) => {
   return {
     plugins: [react()],
     define: define,
-    server: {
-      proxy: {
-        '/ws': {
-          target: 'ws://localhost:7860',
-          ws: true
-        }
-      },
-    },
-  }
+  };
 });

streaming-react-app/yarn.lock

@@ -61,7 +61,7 @@
   resolved "https://registry.npmjs.org/@babel/compat-data/-/compat-data-7.22.9.tgz"
   integrity sha512-5UamI7xkUcJ3i9qVDS+KFDEK8/7oJ55/sJMB1Ge7IEapr7KfdfV/HErR+koZwOfd+SgtFKOKRhRakdg++DcJpQ==
 
-"@babel/core@^7.22.9":
+"@babel/core@^7.0.0", "@babel/core@^7.0.0-0", "@babel/core@^7.22.9":
   version "7.22.10"
   resolved "https://registry.npmjs.org/@babel/core/-/core-7.22.10.tgz"
   integrity sha512-fTmqbbUBAwCcre6zPzNngvsI0aNrPZe77AeqvDxWM9Nm+04RrJ3CAmGHA9f7lJQY6ZMhRztNemy4uslDxTX4Qw==
@@ -298,7 +298,7 @@
   resolved "https://registry.npmjs.org/@emotion/memoize/-/memoize-0.8.1.tgz"
   integrity sha512-W2P2c/VRW1/1tLox0mVUalvnWXxavmv/Oum2aPsRcoDJuob75FC3Y8FbpfLwUegRcxINtGUMPq0tFCvYNTBXNA==
 
-"@emotion/react@11.11.1":
+"@emotion/react@^11.0.0-rc.0", "@emotion/react@^11.4.1", "@emotion/react@^11.5.0", "@emotion/react@11.11.1":
   version "11.11.1"
   resolved "https://registry.npmjs.org/@emotion/react/-/react-11.11.1.tgz"
   integrity sha512-5mlW1DquU5HaxjLkfkGN1GA/fvVGdyHURRiX/0FHl2cfIfRxSOfmxEH5YS43edp0OldZrZ+dkBKbngxcNCdZvA==
@@ -328,7 +328,7 @@
   resolved "https://registry.npmjs.org/@emotion/sheet/-/sheet-1.2.2.tgz"
   integrity sha512-0QBtGvaqtWi+nx6doRwDdBIzhNdZrXUppvTM4dtZZWEGTXL/XE/yJxLMGlDT1Gt+UHH5IX1n+jkXyytE/av7OA==
 
-"@emotion/styled@11.11.0":
+"@emotion/styled@^11.3.0", "@emotion/styled@11.11.0":
   version "11.11.0"
   resolved "https://registry.npmjs.org/@emotion/styled/-/styled-11.11.0.tgz"
   integrity sha512-hM5Nnvu9P3midq5aaXj4I+lnSfNi7Pmd4EWk1fOZ3pxookaQTNew6bp4JaCBYM4HVFZF9g7UjJmsUmC2JlxOng==
@@ -360,116 +360,11 @@
   resolved "https://registry.npmjs.org/@emotion/weak-memoize/-/weak-memoize-0.3.1.tgz"
   integrity sha512-EsBwpc7hBUJWAsNPBmJy4hxWx12v6bshQsldrVmjxJoc3isbxhOrF2IcCpaXxfvq03NwkI7sbsOLXbYuqF/8Ww==
 
-"@esbuild/android-arm64@0.18.20":
-  version "0.18.20"
-  resolved "https://registry.yarnpkg.com/@esbuild/android-arm64/-/android-arm64-0.18.20.tgz#984b4f9c8d0377443cc2dfcef266d02244593622"
-  integrity sha512-Nz4rJcchGDtENV0eMKUNa6L12zz2zBDXuhj/Vjh18zGqB44Bi7MBMSXjgunJgjRhCmKOjnPuZp4Mb6OKqtMHLQ==
-
-"@esbuild/android-arm@0.18.20":
-  version "0.18.20"
-  resolved "https://registry.yarnpkg.com/@esbuild/android-arm/-/android-arm-0.18.20.tgz#fedb265bc3a589c84cc11f810804f234947c3682"
-  integrity sha512-fyi7TDI/ijKKNZTUJAQqiG5T7YjJXgnzkURqmGj13C6dCqckZBLdl4h7bkhHt/t0WP+zO9/zwroDvANaOqO5Sw==
-
-"@esbuild/android-x64@0.18.20":
-  version "0.18.20"
-  resolved "https://registry.yarnpkg.com/@esbuild/android-x64/-/android-x64-0.18.20.tgz#35cf419c4cfc8babe8893d296cd990e9e9f756f2"
-  integrity sha512-8GDdlePJA8D6zlZYJV/jnrRAi6rOiNaCC/JclcXpB+KIuvfBN4owLtgzY2bsxnx666XjJx2kDPUmnTtR8qKQUg==
-
-"@esbuild/darwin-arm64@0.18.20":
-  version "0.18.20"
-  resolved "https://registry.yarnpkg.com/@esbuild/darwin-arm64/-/darwin-arm64-0.18.20.tgz#08172cbeccf95fbc383399a7f39cfbddaeb0d7c1"
-  integrity sha512-bxRHW5kHU38zS2lPTPOyuyTm+S+eobPUnTNkdJEfAddYgEcll4xkT8DB9d2008DtTbl7uJag2HuE5NZAZgnNEA==
-
-"@esbuild/darwin-x64@0.18.20":
-  version "0.18.20"
-  resolved "https://registry.yarnpkg.com/@esbuild/darwin-x64/-/darwin-x64-0.18.20.tgz#d70d5790d8bf475556b67d0f8b7c5bdff053d85d"
-  integrity sha512-pc5gxlMDxzm513qPGbCbDukOdsGtKhfxD1zJKXjCCcU7ju50O7MeAZ8c4krSJcOIJGFR+qx21yMMVYwiQvyTyQ==
-
-"@esbuild/freebsd-arm64@0.18.20":
-  version "0.18.20"
-  resolved "https://registry.yarnpkg.com/@esbuild/freebsd-arm64/-/freebsd-arm64-0.18.20.tgz#98755cd12707f93f210e2494d6a4b51b96977f54"
-  integrity sha512-yqDQHy4QHevpMAaxhhIwYPMv1NECwOvIpGCZkECn8w2WFHXjEwrBn3CeNIYsibZ/iZEUemj++M26W3cNR5h+Tw==
-
-"@esbuild/freebsd-x64@0.18.20":
-  version "0.18.20"
-  resolved "https://registry.yarnpkg.com/@esbuild/freebsd-x64/-/freebsd-x64-0.18.20.tgz#c1eb2bff03915f87c29cece4c1a7fa1f423b066e"
-  integrity sha512-tgWRPPuQsd3RmBZwarGVHZQvtzfEBOreNuxEMKFcd5DaDn2PbBxfwLcj4+aenoh7ctXcbXmOQIn8HI6mCSw5MQ==
-
-"@esbuild/linux-arm64@0.18.20":
-  version "0.18.20"
-  resolved "https://registry.yarnpkg.com/@esbuild/linux-arm64/-/linux-arm64-0.18.20.tgz#bad4238bd8f4fc25b5a021280c770ab5fc3a02a0"
-  integrity sha512-2YbscF+UL7SQAVIpnWvYwM+3LskyDmPhe31pE7/aoTMFKKzIc9lLbyGUpmmb8a8AixOL61sQ/mFh3jEjHYFvdA==
-
-"@esbuild/linux-arm@0.18.20":
-  version "0.18.20"
-  resolved "https://registry.yarnpkg.com/@esbuild/linux-arm/-/linux-arm-0.18.20.tgz#3e617c61f33508a27150ee417543c8ab5acc73b0"
-  integrity sha512-/5bHkMWnq1EgKr1V+Ybz3s1hWXok7mDFUMQ4cG10AfW3wL02PSZi5kFpYKrptDsgb2WAJIvRcDm+qIvXf/apvg==
-
-"@esbuild/linux-ia32@0.18.20":
-  version "0.18.20"
-  resolved "https://registry.yarnpkg.com/@esbuild/linux-ia32/-/linux-ia32-0.18.20.tgz#699391cccba9aee6019b7f9892eb99219f1570a7"
-  integrity sha512-P4etWwq6IsReT0E1KHU40bOnzMHoH73aXp96Fs8TIT6z9Hu8G6+0SHSw9i2isWrD2nbx2qo5yUqACgdfVGx7TA==
-
-"@esbuild/linux-loong64@0.18.20":
-  version "0.18.20"
-  resolved "https://registry.yarnpkg.com/@esbuild/linux-loong64/-/linux-loong64-0.18.20.tgz#e6fccb7aac178dd2ffb9860465ac89d7f23b977d"
-  integrity sha512-nXW8nqBTrOpDLPgPY9uV+/1DjxoQ7DoB2N8eocyq8I9XuqJ7BiAMDMf9n1xZM9TgW0J8zrquIb/A7s3BJv7rjg==
-
-"@esbuild/linux-mips64el@0.18.20":
-  version "0.18.20"
-  resolved "https://registry.yarnpkg.com/@esbuild/linux-mips64el/-/linux-mips64el-0.18.20.tgz#eeff3a937de9c2310de30622a957ad1bd9183231"
-  integrity sha512-d5NeaXZcHp8PzYy5VnXV3VSd2D328Zb+9dEq5HE6bw6+N86JVPExrA6O68OPwobntbNJ0pzCpUFZTo3w0GyetQ==
-
-"@esbuild/linux-ppc64@0.18.20":
-  version "0.18.20"
-  resolved "https://registry.yarnpkg.com/@esbuild/linux-ppc64/-/linux-ppc64-0.18.20.tgz#2f7156bde20b01527993e6881435ad79ba9599fb"
-  integrity sha512-WHPyeScRNcmANnLQkq6AfyXRFr5D6N2sKgkFo2FqguP44Nw2eyDlbTdZwd9GYk98DZG9QItIiTlFLHJHjxP3FA==
-
-"@esbuild/linux-riscv64@0.18.20":
-  version "0.18.20"
-  resolved "https://registry.yarnpkg.com/@esbuild/linux-riscv64/-/linux-riscv64-0.18.20.tgz#6628389f210123d8b4743045af8caa7d4ddfc7a6"
-  integrity sha512-WSxo6h5ecI5XH34KC7w5veNnKkju3zBRLEQNY7mv5mtBmrP/MjNBCAlsM2u5hDBlS3NGcTQpoBvRzqBcRtpq1A==
-
-"@esbuild/linux-s390x@0.18.20":
-  version "0.18.20"
-  resolved "https://registry.yarnpkg.com/@esbuild/linux-s390x/-/linux-s390x-0.18.20.tgz#255e81fb289b101026131858ab99fba63dcf0071"
-  integrity sha512-+8231GMs3mAEth6Ja1iK0a1sQ3ohfcpzpRLH8uuc5/KVDFneH6jtAJLFGafpzpMRO6DzJ6AvXKze9LfFMrIHVQ==
-
 "@esbuild/linux-x64@0.18.20":
   version "0.18.20"
   resolved "https://registry.npmjs.org/@esbuild/linux-x64/-/linux-x64-0.18.20.tgz"
   integrity sha512-UYqiqemphJcNsFEskc73jQ7B9jgwjWrSayxawS6UVFZGWrAAtkzjxSqnoclCXxWtfwLdzU+vTpcNYhpn43uP1w==
 
-"@esbuild/netbsd-x64@0.18.20":
-  version "0.18.20"
-  resolved "https://registry.yarnpkg.com/@esbuild/netbsd-x64/-/netbsd-x64-0.18.20.tgz#30e8cd8a3dded63975e2df2438ca109601ebe0d1"
-  integrity sha512-iO1c++VP6xUBUmltHZoMtCUdPlnPGdBom6IrO4gyKPFFVBKioIImVooR5I83nTew5UOYrk3gIJhbZh8X44y06A==
-
-"@esbuild/openbsd-x64@0.18.20":
-  version "0.18.20"
-  resolved "https://registry.yarnpkg.com/@esbuild/openbsd-x64/-/openbsd-x64-0.18.20.tgz#7812af31b205055874c8082ea9cf9ab0da6217ae"
-  integrity sha512-e5e4YSsuQfX4cxcygw/UCPIEP6wbIL+se3sxPdCiMbFLBWu0eiZOJ7WoD+ptCLrmjZBK1Wk7I6D/I3NglUGOxg==
-
-"@esbuild/sunos-x64@0.18.20":
-  version "0.18.20"
-  resolved "https://registry.yarnpkg.com/@esbuild/sunos-x64/-/sunos-x64-0.18.20.tgz#d5c275c3b4e73c9b0ecd38d1ca62c020f887ab9d"
-  integrity sha512-kDbFRFp0YpTQVVrqUd5FTYmWo45zGaXe0X8E1G/LKFC0v8x0vWrhOWSLITcCn63lmZIxfOMXtCfti/RxN/0wnQ==
-
-"@esbuild/win32-arm64@0.18.20":
-  version "0.18.20"
-  resolved "https://registry.yarnpkg.com/@esbuild/win32-arm64/-/win32-arm64-0.18.20.tgz#73bc7f5a9f8a77805f357fab97f290d0e4820ac9"
-  integrity sha512-ddYFR6ItYgoaq4v4JmQQaAI5s7npztfV4Ag6NrhiaW0RrnOXqBkgwZLofVTlq1daVTQNhtI5oieTvkRPfZrePg==
-
-"@esbuild/win32-ia32@0.18.20":
-  version "0.18.20"
-  resolved "https://registry.yarnpkg.com/@esbuild/win32-ia32/-/win32-ia32-0.18.20.tgz#ec93cbf0ef1085cc12e71e0d661d20569ff42102"
-  integrity sha512-Wv7QBi3ID/rROT08SABTS7eV4hX26sVduqDOTe1MvGMjNd3EjOz4b7zeexIR62GTIEKrfJXKL9LFxTYgkyeu7g==
-
-"@esbuild/win32-x64@0.18.20":
-  version "0.18.20"
-  resolved "https://registry.yarnpkg.com/@esbuild/win32-x64/-/win32-x64-0.18.20.tgz#786c5f41f043b07afb1af37683d7c33668858f6d"
-  integrity sha512-kTdfRcSiDfQca/y9QIkng02avJ+NCaQvrMejlsB3RRv5sE9rRoeBPISaZpKxHELzRxZyLvNts1P27W3wV+8geQ==
-
 "@eslint-community/eslint-utils@^4.2.0", "@eslint-community/eslint-utils@^4.4.0":
   version "4.4.0"
   resolved "https://registry.npmjs.org/@eslint-community/eslint-utils/-/eslint-utils-4.4.0.tgz"
@@ -584,7 +479,7 @@
   dependencies:
     "@babel/runtime" "^7.22.6"
 
-"@mui/material@5.14.5":
+"@mui/material@^5.0.0", "@mui/material@5.14.5":
   version "5.14.5"
   resolved "https://registry.npmjs.org/@mui/material/-/material-5.14.5.tgz"
   integrity sha512-4qa4GMfuZH0Ai3mttk5ccXP8a3sf7aPlAJwyMrUSz6h9hPri6BPou94zeu3rENhhmKLby9S/W1y+pmficy8JKA==
@@ -659,7 +554,7 @@
     "@nodelib/fs.stat" "2.0.5"
     run-parallel "^1.1.9"
 
-"@nodelib/fs.stat@2.0.5", "@nodelib/fs.stat@^2.0.2":
+"@nodelib/fs.stat@^2.0.2", "@nodelib/fs.stat@2.0.5":
   version "2.0.5"
   resolved "https://registry.npmjs.org/@nodelib/fs.stat/-/fs.stat-2.0.5.tgz"
   integrity sha512-RkhPPp2zrqDAQA/2jNhnztcPAlv64XdhIp7a7454A5ovI7Bukxgt7MX7udwAu3zg1DcpPU0rz3VV1SeaqvY4+A==
@@ -752,7 +647,7 @@
     utility-types "^3.10.0"
     zustand "^3.5.13"
 
-"@react-three/fiber@^8.14.1":
+"@react-three/fiber@^8.14.1", "@react-three/fiber@>=6.0", "@react-three/fiber@>=8.0", "@react-three/fiber@>=8.0.0":
   version "8.14.1"
   resolved "https://registry.npmjs.org/@react-three/fiber/-/fiber-8.14.1.tgz"
   integrity sha512-Ky/FiCyJiyaI8bd+vckzgkHgKDSQDOcSSUVFOHCuCO9XOLb7Ebs6lof2hPpFa1HkaeE5ZIbTWIprvN0QqdPF0w==
@@ -798,7 +693,7 @@
   resolved "https://registry.npmjs.org/@types/json-schema/-/json-schema-7.0.12.tgz"
   integrity sha512-Hr5Jfhc9eYOQNPYO5WLDq/n4jqijdHNlDXjuAQkkt+mWdQR+XJToOHrsD4cPaMXpn6KO7y2+wM8AZEs8VpBLVA==
 
-"@types/node@^20.5.3":
+"@types/node@^20.5.3", "@types/node@>= 14":
   version "20.5.3"
   resolved "https://registry.npmjs.org/@types/node/-/node-20.5.3.tgz"
   integrity sha512-ITI7rbWczR8a/S6qjAW7DMqxqFMjjTo61qZVWJ1ubPvbIQsL5D/TvwjYEalM8Kthpe3hTzOGrF2TGbAu2uyqeA==
@@ -853,7 +748,7 @@
   dependencies:
     "@types/react" "*"
 
-"@types/react@*", "@types/react@^18.2.15":
+"@types/react@*", "@types/react@^17.0.0 || ^18.0.0", "@types/react@^18.2.15", "@types/react@>=16.8":
   version "18.2.20"
   resolved "https://registry.npmjs.org/@types/react/-/react-18.2.20.tgz"
   integrity sha512-WKNtmsLWJM/3D5mG4U84cysVY31ivmyw85dE84fOCk5Hx78wezB/XEjVPWl2JTZ5FkEeaTJf+VgUAUn3PE7Isw==
@@ -872,6 +767,21 @@
   resolved "https://registry.npmjs.org/@types/semver/-/semver-7.5.0.tgz"
   integrity sha512-G8hZ6XJiHnuhQKR7ZmysCeJWE08o8T0AXtk5darsCaTVsYZhhgUrq53jizaR2FvsoeCwJhlmwTjkXBY5Pn/ZHw==
 
+"@types/stats.js@*":
+  version "0.17.3"
+  resolved "https://registry.npmjs.org/@types/stats.js/-/stats.js-0.17.3.tgz"
+  integrity sha512-pXNfAD3KHOdif9EQXZ9deK82HVNaXP5ZIF5RP2QG6OQFNTaY2YIetfrE9t528vEreGQvEPRDDc8muaoYeK0SxQ==
+
+"@types/three@>=0.144.0":
+  version "0.158.3"
+  resolved "https://registry.npmjs.org/@types/three/-/three-0.158.3.tgz"
+  integrity sha512-6Qs1rUvLSbkJ4hlIe6/rdwIf61j1x2UKvGJg7s8KjswYsz1C1qDTs6voVXXB8kYaI0hgklgZgbZUupfL1l9xdA==
+  dependencies:
+    "@types/stats.js" "*"
+    "@types/webxr" "*"
+    fflate "~0.6.10"
+    meshoptimizer "~0.18.1"
+
 "@types/uuid@^9.0.2":
   version "9.0.2"
   resolved "https://registry.npmjs.org/@types/uuid/-/uuid-9.0.2.tgz"
@@ -899,7 +809,7 @@
     semver "^7.5.4"
     ts-api-utils "^1.0.1"
 
-"@typescript-eslint/parser@^6.0.0":
+"@typescript-eslint/parser@^6.0.0", "@typescript-eslint/parser@^6.0.0 || ^6.0.0-alpha":
   version "6.4.0"
   resolved "https://registry.npmjs.org/@typescript-eslint/parser/-/parser-6.4.0.tgz"
   integrity sha512-I1Ah1irl033uxjxO9Xql7+biL3YD7w9IU8zF+xlzD/YxY6a4b7DYA08PXUUCbm2sEljwJF6ERFy2kTGAGcNilg==
@@ -994,7 +904,7 @@ acorn-jsx@^5.3.2:
   resolved "https://registry.npmjs.org/acorn-jsx/-/acorn-jsx-5.3.2.tgz"
   integrity sha512-rq9s+JNhf0IChjtDXxllJ7g41oZk5SlXtp0LHwyA5cejwn7vKmKp4pPri6YEePv2PU65sAsegbXtIinmDFDXgQ==
 
-acorn@^8.9.0:
+"acorn@^6.0.0 || ^7.0.0 || ^8.0.0", acorn@^8.9.0:
   version "8.10.0"
   resolved "https://registry.npmjs.org/acorn/-/acorn-8.10.0.tgz"
   integrity sha512-F0SAmZ8iUtS//m8DmCTA0jlh6TDKkHQyK6xc6V4KDTyZKA9dnvX9/3sRTVQrWm79glUAZbnmmNcdYwUIHWVybw==
@@ -1032,7 +942,14 @@ ansi-styles@^3.2.1:
   dependencies:
     color-convert "^1.9.0"
 
-ansi-styles@^4.0.0, ansi-styles@^4.1.0:
+ansi-styles@^4.0.0:
+  version "4.3.0"
+  resolved "https://registry.npmjs.org/ansi-styles/-/ansi-styles-4.3.0.tgz"
+  integrity sha512-zbB9rCJAT1rbjiVDb2hqKFHNYLxgtk8NURxZ3IZwD3F6NtxbXZQCnnSi1Lkx+IDohdPlFp222wVALIheZJQSEg==
+  dependencies:
+    color-convert "^2.0.1"
+
+ansi-styles@^4.1.0:
   version "4.3.0"
   resolved "https://registry.npmjs.org/ansi-styles/-/ansi-styles-4.3.0.tgz"
   integrity sha512-zbB9rCJAT1rbjiVDb2hqKFHNYLxgtk8NURxZ3IZwD3F6NtxbXZQCnnSi1Lkx+IDohdPlFp222wVALIheZJQSEg==
@@ -1116,7 +1033,7 @@ braces@^3.0.2:
   dependencies:
     fill-range "^7.0.1"
 
-browserslist@^4.21.9:
+browserslist@^4.21.9, "browserslist@>= 4.21.0":
   version "4.21.10"
   resolved "https://registry.npmjs.org/browserslist/-/browserslist-4.21.10.tgz"
   integrity sha512-bipEBdZfVH5/pwrvqc+Ub0kUPVfGUhlKxbvfD+z1BDnPEO/X98ruXGA1WP5ASpAFKan7Qr6j736IacbZQuAlKQ==
@@ -1167,7 +1084,15 @@ chalk@^2.4.2:
     escape-string-regexp "^1.0.5"
     supports-color "^5.3.0"
 
-chalk@^4.0.0, chalk@^4.1.2:
+chalk@^4.0.0:
+  version "4.1.2"
+  resolved "https://registry.npmjs.org/chalk/-/chalk-4.1.2.tgz"
+  integrity sha512-oKnbhFyRIXpUuez8iBMmyEa4nbj4IOQyuhc/wy9kY7/WVPcwIO9VA668Pu8RkO7+0G76SLROeyw9CpQ061i4mA==
+  dependencies:
+    ansi-styles "^4.1.0"
+    supports-color "^7.1.0"
+
+chalk@^4.1.2:
   version "4.1.2"
   resolved "https://registry.npmjs.org/chalk/-/chalk-4.1.2.tgz"
   integrity sha512-oKnbhFyRIXpUuez8iBMmyEa4nbj4IOQyuhc/wy9kY7/WVPcwIO9VA668Pu8RkO7+0G76SLROeyw9CpQ061i4mA==
@@ -1203,16 +1128,16 @@ color-convert@^2.0.1:
   dependencies:
     color-name "~1.1.4"
 
-color-name@1.1.3:
-  version "1.1.3"
-  resolved "https://registry.npmjs.org/color-name/-/color-name-1.1.3.tgz"
-  integrity sha512-72fSenhMw2HZMTVHeCA9KCmpEIbzWiQsjN+BHcBbS9vr1mtt+vJjPdksIBNUmKAW8TFUDPJK5SUU3QhE9NEXDw==
-
 color-name@~1.1.4:
   version "1.1.4"
   resolved "https://registry.npmjs.org/color-name/-/color-name-1.1.4.tgz"
   integrity sha512-dOy+3AuW3a2wNbZHIuMZpTcgjGuLU/uBL/ubcZF9OXbDo8ff4O8yVp5Bf0efS8uEoYo5q4Fx7dY9OgQGXgAsQA==
 
+color-name@1.1.3:
+  version "1.1.3"
+  resolved "https://registry.npmjs.org/color-name/-/color-name-1.1.3.tgz"
+  integrity sha512-72fSenhMw2HZMTVHeCA9KCmpEIbzWiQsjN+BHcBbS9vr1mtt+vJjPdksIBNUmKAW8TFUDPJK5SUU3QhE9NEXDw==
+
 concat-map@0.0.1:
   version "0.0.1"
   resolved "https://registry.npmjs.org/concat-map/-/concat-map-0.0.1.tgz"
@@ -1427,7 +1352,7 @@ eslint-visitor-keys@^3.3.0, eslint-visitor-keys@^3.4.1, eslint-visitor-keys@^3.4
   resolved "https://registry.npmjs.org/eslint-visitor-keys/-/eslint-visitor-keys-3.4.3.tgz"
   integrity sha512-wpc+LXeiyiisxPlEkUzU6svyS1frIO3Mgxj1fdy7Pm8Ygzguax2N3Fa/D/ag1WqbOprdI+uY6wMUl8/a2G+iag==
 
-eslint@^8.45.0:
+"eslint@^3.0.0 || ^4.0.0 || ^5.0.0 || ^6.0.0 || ^7.0.0 || ^8.0.0-0", "eslint@^6.0.0 || ^7.0.0 || >=8.0.0", "eslint@^7.0.0 || ^8.0.0", eslint@^8.45.0, eslint@>=7:
   version "8.47.0"
   resolved "https://registry.npmjs.org/eslint/-/eslint-8.47.0.tgz"
   integrity sha512-spUQWrdPt+pRVP1TTJLmfRNJJHHZryFmptzcafwSvHsceV81djHOdnEeDmkdotZyLNjDhrOasNK8nikkoG1O8Q==
@@ -1546,7 +1471,7 @@ fastq@^1.6.0:
   dependencies:
     reusify "^1.0.4"
 
-fflate@^0.6.9:
+fflate@^0.6.9, fflate@~0.6.10:
   version "0.6.10"
   resolved "https://registry.npmjs.org/fflate/-/fflate-0.6.10.tgz"
   integrity sha512-IQrh3lEPM93wVCEczc9SaAOvkmcoQn/G8Bo1e8ZPlY3X3bnAxWaBdvTdvM1hP62iZp0BXWDy4vTAy4fF0+Dlpg==
@@ -1603,11 +1528,6 @@ fs.realpath@^1.0.0:
   resolved "https://registry.npmjs.org/fs.realpath/-/fs.realpath-1.0.0.tgz"
   integrity sha512-OO0pH2lK6a0hZnAdau5ItzHPI6pUlvI7jMVnxUQRtw4owF2wk8lOSabtGDCTP4Ggrg2MbGnWO9X8K1t4+fGMDw==
 
-fsevents@~2.3.2:
-  version "2.3.3"
-  resolved "https://registry.yarnpkg.com/fsevents/-/fsevents-2.3.3.tgz#cac6407785d03675a2a5e1a5305c697b347d90d6"
-  integrity sha512-5xoDfX+fL7faATnagmWPpbFtwh/R77WmMMqqHGS65C3vvB0YHrgF+B1YmZ3441tMj5n63k0212XNoJwzlhffQw==
-
 function-bind@^1.1.1:
   version "1.1.1"
   resolved "https://registry.npmjs.org/function-bind/-/function-bind-1.1.1.tgz"
@@ -1741,7 +1661,7 @@ hoist-non-react-statics@^3.3.1:
   dependencies:
     react-is "^16.7.0"
 
-ieee754@1.1.13, ieee754@^1.1.4:
+ieee754@^1.1.4, ieee754@1.1.13:
   version "1.1.13"
   resolved "https://registry.npmjs.org/ieee754/-/ieee754-1.1.13.tgz"
   integrity sha512-4vf7I2LYV/HaWerSo3XmlMkp5eZ83i+/CDluXi/IGTs/O1sejBNhTtnxzmRZfvOUqj7lZjqHkeTvpgSFDlWZTg==
@@ -1772,7 +1692,7 @@ inflight@^1.0.4:
     once "^1.3.0"
     wrappy "1"
 
-inherits@2, inherits@^2.0.3:
+inherits@^2.0.3, inherits@2:
   version "2.0.4"
   resolved "https://registry.npmjs.org/inherits/-/inherits-2.0.4.tgz"
   integrity sha512-k/vGaX4/Yla3WzyMCvTQOXYeIHvqOKtnqBduzTHpzpQZzAskKMhZ2K+EnBiSM9zGSoIFeMpXKxa4dYeZIQqewQ==
@@ -1853,6 +1773,11 @@ isexe@^2.0.0:
   resolved "https://registry.npmjs.org/isexe/-/isexe-2.0.0.tgz"
   integrity sha512-RHxMLp9lnKHGHRng9QFhRCMbYAcVpn69smSGcq3f36xjgVVWThj4qqLbTLlq7Ssj8B+fIQ1EuCEGI2lKsyQeIw==
 
+iso-639-1@^3.1.0:
+  version "3.1.0"
+  resolved "https://registry.npmjs.org/iso-639-1/-/iso-639-1-3.1.0.tgz"
+  integrity sha512-rWcHp9dcNbxa5C8jA/cxFlWNFNwy5Vup0KcFvgA8sPQs9ZeJHj/Eq0Y8Yz2eL8XlWYpxw4iwh9FfTeVxyqdRMw==
+
 isomorphic-unfetch@^3.0.0:
   version "3.1.0"
   resolved "https://registry.npmjs.org/isomorphic-unfetch/-/isomorphic-unfetch-3.1.0.tgz"
@@ -1965,7 +1890,7 @@ lodash.pick@^4.4.0:
   resolved "https://registry.npmjs.org/lodash.pick/-/lodash.pick-4.4.0.tgz"
   integrity sha512-hXt6Ul/5yWjfklSGvLQl8vM//l3FtyHZeuelpzK6mm99pNvN9yTDruNZPEJZD1oWrqo+izBmB7oUfWgcCX7s4Q==
 
-lodash@4.17.21, lodash@^4.17.21:
+lodash@^4.17.21, lodash@4.17.21:
   version "4.17.21"
   resolved "https://registry.npmjs.org/lodash/-/lodash-4.17.21.tgz"
   integrity sha512-v2kDEe57lecTulaDIuNTPy3Ry4gLGJ6Z1O3vE1krgXZNrsQ+LFTGHVxVjcXPs17LhbZVGedAJv8XZ1tvj5FvSg==
@@ -2006,6 +1931,11 @@ meshline@^3.1.6:
   resolved "https://registry.npmjs.org/meshline/-/meshline-3.1.6.tgz"
   integrity sha512-8JZJOdaL5oz3PI/upG8JvP/5FfzYUOhrkJ8np/WKvXzl0/PZ2V9pqTvCIjSKv+w9ccg2xb+yyBhXAwt6ier3ug==
 
+meshoptimizer@~0.18.1:
+  version "0.18.1"
+  resolved "https://registry.npmjs.org/meshoptimizer/-/meshoptimizer-0.18.1.tgz"
+  integrity sha512-ZhoIoL7TNV4s5B6+rx5mC//fw8/POGyNxS/DZyCJeiZ12ScLfVwRE/GfsxwiTkMYYD5DmK2/JXnEVXqL4rF+Sw==
+
 micromatch@^4.0.4:
   version "4.0.5"
   resolved "https://registry.npmjs.org/micromatch/-/micromatch-4.0.5.tgz"
@@ -2179,16 +2109,16 @@ prop-types@^15.6.0, prop-types@^15.6.2, prop-types@^15.8.1:
     object-assign "^4.1.1"
     react-is "^16.13.1"
 
-punycode@1.3.2:
-  version "1.3.2"
-  resolved "https://registry.npmjs.org/punycode/-/punycode-1.3.2.tgz"
-  integrity sha512-RofWgt/7fL5wP1Y7fxE7/EmTLzQVnB0ycyibJ0OOHIlJqTNzglYFxVwETOcIoJqJmpDXJ9xImDv+Fq34F/d4Dw==
-
 punycode@^2.1.0:
   version "2.3.0"
   resolved "https://registry.npmjs.org/punycode/-/punycode-2.3.0.tgz"
   integrity sha512-rRV+zQD8tVFys26lAGR9WUuS4iUAngJScM+ZRSKtvl5tKeZ2t5bvdNFdNHBW9FWR4guGHlgmsZ1G7BSm2wTbuA==
 
+punycode@1.3.2:
+  version "1.3.2"
+  resolved "https://registry.npmjs.org/punycode/-/punycode-1.3.2.tgz"
+  integrity sha512-RofWgt/7fL5wP1Y7fxE7/EmTLzQVnB0ycyibJ0OOHIlJqTNzglYFxVwETOcIoJqJmpDXJ9xImDv+Fq34F/d4Dw==
+
 querystring@0.2.0:
   version "0.2.0"
   resolved "https://registry.npmjs.org/querystring/-/querystring-0.2.0.tgz"
@@ -2206,7 +2136,7 @@ react-composer@^5.0.3:
   dependencies:
     prop-types "^15.6.0"
 
-react-dom@^18.2.0:
+"react-dom@^17.0.0 || ^18.0.0", react-dom@^18.2.0, react-dom@>=16.13, react-dom@>=16.3.0, react-dom@>=16.6.0, react-dom@>=18.0:
   version "18.2.0"
   resolved "https://registry.npmjs.org/react-dom/-/react-dom-18.2.0.tgz"
   integrity sha512-6IMTriUmvsjHUjNtEDudZfuDQUoWXVxKHhlEGSk81n4YFS+r/Kl99wXiwlVXtPBtJenozv2P+hxDsw9eA7Xo6g==
@@ -2219,7 +2149,12 @@ react-google-charts@^4.0.1:
   resolved "https://registry.npmjs.org/react-google-charts/-/react-google-charts-4.0.1.tgz"
   integrity sha512-V/hcMcNuBgD5w49BYTUDye+bUKaPmsU5vy/9W/Nj2xEeGn+6/AuH9IvBkbDcNBsY00cV9OeexdmgfI5RFHgsXQ==
 
-react-is@^16.13.1, react-is@^16.7.0:
+react-is@^16.13.1:
+  version "16.13.1"
+  resolved "https://registry.npmjs.org/react-is/-/react-is-16.13.1.tgz"
+  integrity sha512-24e6ynE2H+OKt4kqsOvNd8kBpV65zoxbA4BVsEOB3ARVWQki/DHzaUoC5KuON/BiccDaCCTZBuOcfZs70kR8bQ==
+
+react-is@^16.7.0:
   version "16.13.1"
   resolved "https://registry.npmjs.org/react-is/-/react-is-16.13.1.tgz"
   integrity sha512-24e6ynE2H+OKt4kqsOvNd8kBpV65zoxbA4BVsEOB3ARVWQki/DHzaUoC5KuON/BiccDaCCTZBuOcfZs70kR8bQ==
@@ -2264,7 +2199,7 @@ react-use-measure@^2.1.1:
   dependencies:
     debounce "^1.2.1"
 
-react@^18.2.0:
+"react@^15.0.0 || ^16.0.0 || ^17.0.0 || ^18.0.0", "react@^16.8.0 || ^17.0.0 || ^18.0.0", "react@^17.0.0 || ^18.0.0", react@^18.0.0, react@^18.2.0, "react@>= 16.8.0", react@>=16.13, react@>=16.3.0, react@>=16.6.0, react@>=16.8, react@>=16.8.0, react@>=17.0, react@>=18.0:
   version "18.2.0"
   resolved "https://registry.npmjs.org/react/-/react-18.2.0.tgz"
   integrity sha512-/3IjMdb2L9QbBdWiW5e3P2/npwMBaU9mHCSCUzNln0ZCYbcfTsGbTJrU/kGemdH2IWmB2ioZ+zkxtmq6g09fGQ==
@@ -2333,7 +2268,7 @@ rxjs@^7.8.1:
   dependencies:
     tslib "^2.1.0"
 
-sax@1.2.1, sax@>=0.6.0:
+sax@>=0.6.0, sax@1.2.1:
   version "1.2.1"
   resolved "https://registry.npmjs.org/sax/-/sax-1.2.1.tgz"
   integrity sha512-8I2a3LovHTOpm7NV5yOyO8IHqgVsfK4+UuySrXU8YXkSRX7k6hCV9b3HrkKCr3nMpgj+0bmocaJJWpvp1oc7ZA==
@@ -2522,7 +2457,7 @@ three-stdlib@^2.21.1, three-stdlib@^2.25.1:
     potpack "^1.0.1"
     zstddec "^0.0.2"
 
-three@^0.156.1:
+three@^0.156.1, "three@>= 0.151.0", three@>=0.125.0, three@>=0.126, three@>=0.126.1, three@>=0.128.0, three@>=0.133, three@>=0.137, three@>=0.141, three@>=0.144.0:
   version "0.156.1"
   resolved "https://registry.npmjs.org/three/-/three-0.156.1.tgz"
   integrity sha512-kP7H0FK9d/k6t/XvQ9FO6i+QrePoDcNhwl0I02+wmUJRNSLCUIDMcfObnzQvxb37/0Uc9TDT0T1HgsRRrO6SYQ==
@@ -2584,7 +2519,17 @@ tslib@^1.11.1:
   resolved "https://registry.npmjs.org/tslib/-/tslib-1.14.1.tgz"
   integrity sha512-Xni35NKzjgMrwevysHTCArtLDpPvye8zV/0E4EyYn43P7/7qvQwPh9BGkHewbMulVntbigmcT7rdX3BNo9wRJg==
 
-tslib@^2.1.0, tslib@^2.3.1, tslib@^2.5.0:
+tslib@^2.1.0:
+  version "2.6.2"
+  resolved "https://registry.npmjs.org/tslib/-/tslib-2.6.2.tgz"
+  integrity sha512-AEYxH93jGFPn/a2iVAwW87VuUIkR1FVUKB77NwMF7nBTDkDrrT/Hpt/IrCJ0QXhW27jTBDcf5ZY7w6RiqTMw2Q==
+
+tslib@^2.3.1:
+  version "2.6.2"
+  resolved "https://registry.npmjs.org/tslib/-/tslib-2.6.2.tgz"
+  integrity sha512-AEYxH93jGFPn/a2iVAwW87VuUIkR1FVUKB77NwMF7nBTDkDrrT/Hpt/IrCJ0QXhW27jTBDcf5ZY7w6RiqTMw2Q==
+
+tslib@^2.5.0:
   version "2.6.2"
   resolved "https://registry.npmjs.org/tslib/-/tslib-2.6.2.tgz"
   integrity sha512-AEYxH93jGFPn/a2iVAwW87VuUIkR1FVUKB77NwMF7nBTDkDrrT/Hpt/IrCJ0QXhW27jTBDcf5ZY7w6RiqTMw2Q==
@@ -2601,7 +2546,7 @@ type-fest@^0.20.2:
   resolved "https://registry.npmjs.org/type-fest/-/type-fest-0.20.2.tgz"
   integrity sha512-Ne+eE4r0/iWnpAxD852z3A+N0Bt5RN//NjJwRd2VFHEmrywxf5vsZlh4R6lixl6B+wz/8d+maTSAkN1FIkI3LQ==
 
-typescript@5.1.6:
+typescript@>=4.2.0, typescript@5.1.6:
   version "5.1.6"
   resolved "https://registry.npmjs.org/typescript/-/typescript-5.1.6.tgz"
   integrity sha512-zaWCozRZ6DLEWAWFrVDz1H6FVXzUSfTy5FUMWsQlU8Ym5JP9eO4xkTIROFCQvhQf61z6O/G6ugw3SgAnvvm+HA==
@@ -2655,17 +2600,17 @@ utility-types@^3.10.0:
   resolved "https://registry.npmjs.org/utility-types/-/utility-types-3.10.0.tgz"
   integrity sha512-O11mqxmi7wMKCo6HKFt5AhO4BwY3VV68YU07tgxfz8zJTIxr4BpsezN49Ffwy9j3ZpwwJp4fkRwjRzq3uWE6Rg==
 
-uuid@8.0.0:
-  version "8.0.0"
-  resolved "https://registry.npmjs.org/uuid/-/uuid-8.0.0.tgz"
-  integrity sha512-jOXGuXZAWdsTH7eZLtyXMqUb9EcWMGZNbL9YcGBJl4MH4nrxHmZJhEHvyLFrkxo+28uLb/NYRcStH48fnD0Vzw==
-
 uuid@^9.0.0:
   version "9.0.0"
   resolved "https://registry.npmjs.org/uuid/-/uuid-9.0.0.tgz"
   integrity sha512-MXcSTerfPa4uqyzStbRoTgt5XIe3x5+42+q1sDuy3R5MDk66URdLMOZe5aPX/SQd+kuYAh0FdP/pO28IkQyTeg==
 
-vite@^4.4.5:
+uuid@8.0.0:
+  version "8.0.0"
+  resolved "https://registry.npmjs.org/uuid/-/uuid-8.0.0.tgz"
+  integrity sha512-jOXGuXZAWdsTH7eZLtyXMqUb9EcWMGZNbL9YcGBJl4MH4nrxHmZJhEHvyLFrkxo+28uLb/NYRcStH48fnD0Vzw==
+
+vite@^4.2.0, vite@^4.4.5:
   version "4.4.9"
   resolved "https://registry.npmjs.org/vite/-/vite-4.4.9.tgz"
   integrity sha512-2mbUn2LlUmNASWwSCNSJ/EG2HuSRTnVNaydp6vMCm5VIqJsjMfbIWtbH2kDuwUVW5mMUKKZvGPX/rqeqVvv1XA==
@@ -2802,7 +2747,12 @@ zstddec@^0.0.2:
   resolved "https://registry.npmjs.org/zstddec/-/zstddec-0.0.2.tgz"
   integrity sha512-DCo0oxvcvOTGP/f5FA6tz2Z6wF+FIcEApSTu0zV5sQgn9hoT5lZ9YRAKUraxt9oP7l4e8TnNdi8IZTCX6WCkwA==
 
-zustand@^3.5.13, zustand@^3.7.1:
+zustand@^3.5.13:
+  version "3.7.2"
+  resolved "https://registry.npmjs.org/zustand/-/zustand-3.7.2.tgz"
+  integrity sha512-PIJDIZKtokhof+9+60cpockVOq05sJzHCriyvaLBmEJixseQ1a5Kdov6fWZfWOu5SK9c+FhH1jU0tntLxRJYMA==
+
+zustand@^3.7.1:
   version "3.7.2"
   resolved "https://registry.npmjs.org/zustand/-/zustand-3.7.2.tgz"
   integrity sha512-PIJDIZKtokhof+9+60cpockVOq05sJzHCriyvaLBmEJixseQ1a5Kdov6fWZfWOu5SK9c+FhH1jU0tntLxRJYMA==