diff --git a/ASR/wav2vec2 TRT inference.ipynb b/ASR/wav2vec2 TRT inference.ipynb
index fb546de..02aac94 100644
--- a/ASR/wav2vec2 TRT inference.ipynb	
+++ b/ASR/wav2vec2 TRT inference.ipynb	
@@ -2,12 +2,12 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 2,
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2023-05-28T10:58:35.369155100Z",
-     "start_time": "2023-05-28T10:58:33.253155400Z"
+     "end_time": "2023-06-02T14:22:01.393938100Z",
+     "start_time": "2023-06-02T14:21:59.704398700Z"
     }
    },
    "outputs": [],
@@ -29,8 +29,8 @@
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2023-05-28T10:58:42.538089900Z",
-     "start_time": "2023-05-28T10:58:40.178091100Z"
+     "end_time": "2023-06-02T14:22:06.515852100Z",
+     "start_time": "2023-06-02T14:22:01.988119500Z"
     }
    },
    "outputs": [],
@@ -41,12 +41,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 4,
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2023-05-28T10:59:29.613384100Z",
-     "start_time": "2023-05-28T10:59:29.592385500Z"
+     "end_time": "2023-06-02T14:22:07.261043Z",
+     "start_time": "2023-06-02T14:22:06.515852100Z"
     }
    },
    "outputs": [],
@@ -58,7 +58,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "outputs": [],
    "source": [
     "def clean(annotation):\n",
@@ -69,31 +69,35 @@
     "    return annotation"
    ],
    "metadata": {
-    "collapsed": false
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2023-06-02T14:22:10.504772200Z",
+     "start_time": "2023-06-02T14:22:10.487802100Z"
+    }
    }
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 11,
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2023-05-28T11:01:16.791265400Z",
-     "start_time": "2023-05-28T11:01:16.537264900Z"
+     "end_time": "2023-06-02T14:22:35.081080Z",
+     "start_time": "2023-06-02T14:22:34.853064100Z"
     }
    },
    "outputs": [
     {
      "data": {
-      "text/plain": "'SHE SCORED NINE FOR THE QUIZ HELP FROM HER FRIENDS'"
+      "text/plain": "'THE BATTERY LEFT ON THIS FHOND IS ZERO PERCENT TO AT THEIR JOBS'"
      },
-     "execution_count": 17,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "audio, sr = torchaudio.load('train/audio/train_00001.wav')\n",
+    "audio, sr = torchaudio.load('test/audio/evala_09977.wav')\n",
     "audio = processor(audio, sampling_rate=16000).input_values[0][0]\n",
     "audio = np.expand_dims(audio, axis=0)\n",
     "output = model({'input': audio})['output']\n",
diff --git a/CV/SOLIDER-REID/TIL.yml b/CV/SOLIDER-REID/TIL.yml
index 636e7d5..a7b1d50 100644
--- a/CV/SOLIDER-REID/TIL.yml
+++ b/CV/SOLIDER-REID/TIL.yml
@@ -35,7 +35,7 @@ SOLVER:
   # BASE_LR: 0.005 # 0.0008
   BASE_LR: 5e-3
   WARMUP_EPOCHS: 3
-  IMS_PER_BATCH: 128
+  IMS_PER_BATCH: 64
   WARMUP_METHOD: 'cosine'
   LARGE_FC_LR: False
   CHECKPOINT_PERIOD: 1
diff --git a/requirements.txt b/requirements.txt
index 63e54cb..6d44f31 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -32,5 +32,4 @@ timm
 mmcv-full
 yacs
 language_tool_python
-ensemble-boxes
 audiomentations