diff --git a/searchindex.js b/searchindex.js
index 947211ac2390787df530b6f9bd3971faa9ba3ffa..e3108812ab61d51a61b102855357594dc8391786 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"(if needed) Download the model": [[25, "(if-needed)-Download-the-model"], [26, "(if-needed)-Download-the-model"]], "API": [[14, null]], "Add": [[8, "add"]], "Add extra files to complete the export": [[33, "add-extra-files-to-complete-the-export"]], "Advanced node testing": [[22, "Advanced-node-testing"]], "Aggregate KPI from a subgraph": [[41, "aggregate-kpi-from-a-subgraph"]], "Aidge": [[0, null]], "Aidge 101": [[23, "aidge-101"]], "Aidge DNN fonctionnalities": [[23, "aidge-dnn-fonctionnalities"]], "Aidge Export TensorRT API": [[12, null]], "Aidge ONNX API": [[13, null]], "Aidge ONNX tutorial": [[19, null]], "Aidge backend CPU": [[1, null]], "Aidge backend OpenCV API": [[2, null]], "Aidge core API": [[7, null]], "Aidge database": [[24, "Aidge-database"]], "Aidge demonstration": [[25, null]], "Aidge tiling demonstration": [[27, null]], "Applying the PTQ to the model \u2026": [[26, "Applying-the-PTQ-to-the-model-..."]], "Average Pooling": [[8, "average-pooling"]], "BatchNorm": [[8, "batchnorm"]], "Benchmark neural network model": [[29, null]], "Build on Linux": [[16, "build-on-linux"]], "C++ Compilation": [[16, "c-compilation"]], "Cast": [[8, "cast"]], "Change topology (model isomorphism)": [[40, "change-topology-model-isomorphism"]], "Clone a graph": [[39, "clone-a-graph"]], "Compilation options": [[16, "compilation-options"]], "Compile the export": [[25, "Compile-the-export"]], "Compile the export and test it": [[21, "Compile-the-export-and-test-it"]], "Computational footprint": [[41, "computational-footprint"]], "Computational graph": [[39, null]], "Compute score metrics": [[29, "compute-score-metrics"]], "Computing output dimensions": [[19, "Computing-output-dimensions"]], "Computing the model accuracy \u2026": [[26, "Computing-the-model-accuracy-..."]], "Computing the quantized accuracy \u2026": [[26, "Computing-the-quantized-accuracy-..."]], "Concat": [[8, "concat"]], "Configure the model for inference": [[25, "Configure-the-model-for-inference"]], "Connector": [[4, "connector"]], "Constant folding": [[9, "constant-folding"]], "Conv": [[8, "conv"]], "ConvDepthWise": [[8, "convdepthwise"]], "Converters Aidge to ONNX": [[13, "converters-aidge-to-onnx"]], "Converters ONNX to Aidge": [[13, "converters-onnx-to-aidge"]], "Core": [[28, "core"]], "Core operator": [[39, "core-operator"]], "Create a scheduler and run inference": [[25, "Create-a-scheduler-and-run-inference"]], "Create an input tensor & its node in the graph": [[25, "Create-an-input-tensor-&-its-node-in-the-graph"]], "Creating Aidge model": [[24, "Creating-Aidge-model"]], "Creating a MetaNode": [[19, "Creating-a-MetaNode"]], "DNN Optimization": [[23, "dnn-optimization"]], "DNN export": [[23, "dnn-export"]], "Data": [[3, null], [30, null]], "Data Structure": [[30, "data-structure"]], "Data partitioning": [[30, "data-partitioning"]], "DataProvider": [[3, "dataprovider"], [30, "dataprovider"]], "Database": [[3, "database"], [30, "database"]], "Database MNIST": [[20, null]], "Databases": [[2, "databases"]], "Default scheduler": [[32, "default-scheduler"]], "Define mermaid visualizer function": [[25, "Define-mermaid-visualizer-function"], [27, "Define-mermaid-visualizer-function"]], "Definition": [[39, "definition"]], "Describe graph patterns": [[42, "describe-graph-patterns"]], "Design and export the computation kernels": [[33, "design-and-export-the-computation-kernels"]], "Div": [[8, "div"]], "Doing the PTQ with AIDGE": [[26, "Doing-the-PTQ-with-AIDGE"]], "Download the model": [[21, "Download-the-model"]], "Draw your own number": [[21, "Draw-your-own-number"]], "Ensure robustness": [[31, null]], "Environment setup \u2026": [[26, "Environment-setup-..."]], "Erf": [[8, "erf"]], "Example of Operator": [[39, "example-of-operator"]], "Expand meta operators": [[9, "expand-meta-operators"]], "Expand operator": [[42, "expand-operator"]], "Explicit Cast Move": [[9, "explicit-cast-move"]], "Explicit syntax": [[39, "explicit-syntax"]], "Export": [[13, "export"], [25, "Export"]], "Export a MNIST model to a CPP standalone project": [[21, null]], "Export function": [[12, "export-function"]], "Export implementation phase": [[33, "export-implementation-phase"]], "Export mapping phase": [[33, "export-mapping-phase"]], "Export strategy": [[33, "export-strategy"]], "Export the attributes of the nodes": [[33, "export-the-attributes-of-the-nodes"]], "Export the model": [[21, "Export-the-model"]], "Export the parameters of the model": [[33, "export-the-parameters-of-the-model"]], "Export the scheduling of the graph": [[33, "export-the-scheduling-of-the-graph"]], "Export to an integrated kernel library": [[33, "export-to-an-integrated-kernel-library"]], "FC": [[8, "fc"]], "Framework architecture": [[28, null]], "Functional syntax": [[39, "functional-syntax"]], "Fuse BatchNorm": [[9, "fuse-batchnorm"]], "Fuse MatMul & added": [[40, "fuse-matmul-added"]], "Fuse Mul Add": [[9, "fuse-mul-add"], [10, 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"Installation-and-Requirements"]], "Introduction": [[39, "introduction"]], "Keras Tensor interoperability": [[35, "keras-tensor-interoperability"]], "Keras interoperability": [[35, "keras-interoperability"]], "Keras model interoperability": [[35, "keras-model-interoperability"]], "LSTM": [[8, "lstm"]], "LeakyReLU": [[8, "leakyrelu"]], "Learn model": [[37, null]], "Learn on edge": [[36, null]], "License": [[0, "license"]], "Load and store model": [[38, null]], "Load model from ONNX": [[38, "load-model-from-onnx"]], "Load the model in Aidge and manipulate it": [[21, "Load-the-model-in-Aidge-and-manipulate-it"]], "MNIST": [[2, "mnist"]], "Make a deep copy": [[39, "make-a-deep-copy"]], "Make a deep copy with shared parameters": [[39, "make-a-deep-copy-with-shared-parameters"]], "MatMul": [[8, "matmul"]], "Match": [[5, "match"]], "Match Solution": [[6, "match-solution"]], "Match solver": [[42, "match-solver"]], "Measure excution time": [[29, "measure-excution-time"]], "Memorize": [[8, 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"PaddedAvgPooling": [[8, "paddedavgpooling"]], "PaddedConv": [[8, "paddedconv"]], "PaddedConvDepthWise": [[8, "paddedconvdepthwise"]], "PaddedMaxPooling": [[8, "paddedmaxpooling"]], "Parallel graph": [[22, "Parallel-graph"]], "Parallel scheduler": [[11, "parallel-scheduler"]], "Perform an evaluation of the LeNet-like on Aidge": [[20, "Perform-an-evaluation-of-the-LeNet-like-on-Aidge"]], "Perform an export": [[33, null]], "Plateform interoperability": [[35, null]], "Plugin Operator": [[39, "plugin-operator"]], "Plugin helper": [[12, "plugin-helper"]], "Plugins": [[28, "plugins"]], "Pop": [[8, "pop"]], "Post Training Quantization with AIDGE": [[26, null]], "Pow": [[8, "pow"]], "Powerful graph search & replace engine": [[18, "powerful-graph-search-replace-engine"]], "Predefined meta-operators": [[8, "predefined-meta-operators"]], "Predefined operators": [[8, "predefined-operators"]], "Producer": [[8, "producer"], [39, "producer"]], "Project constraints": [[33, "project-constraints"]], 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"paddedavgpool": 8, "paddedconv": 8, "paddedconvdepthwis": 8, "paddedmaxpool": 8, "parallel": [11, 22], "paramet": [33, 39], "parser": 42, "partit": 30, "pattern": 42, "perform": [20, 33], "phase": 33, "pipelin": 26, "plateform": 35, "plugin": [12, 28, 39], "pool": 8, "pop": 8, "post": 26, "pow": 8, "power": 18, "predefin": 8, "produc": [8, 18, 39], "project": [21, 33], "propos": 40, "provid": 19, "ptq": [18, 26], "python": 16, "pytorch": [18, 35], "qat": 18, "quantifi": 22, "quantiz": 26, "queri": 22, "quick": 17, "recip": 9, "recipi": 10, "reducemean": 8, "regex": [5, 22, 42], "regist": [13, 19], "regular": 22, "relu": 8, "remov": [9, 10, 42], "replac": [18, 42], "requir": [20, 22], "reshap": 8, "retriev": 19, "robust": 31, "rule": 33, "run": [25, 26], "runtim": 32, "scale": 8, "schedul": [11, 18, 25, 26, 32, 33], "score": 29, "seamless": 18, "search": 18, "select": 32, "sequenti": [11, 22], "set": [19, 24, 25, 26], "setup": 26, "share": 39, "sigmoid": 8, "simpl": [18, 24], "slice": 8, "softmax": 8, "solut": 6, "solver": 42, "some": 26, "spatial": 40, "sqrt": 8, "standalon": 21, "start": [15, 17], "state": [18, 42], "static": 41, "stimuli": 30, "store": 38, "strategi": 33, "structur": 30, "sub": 8, "subgraph": 41, "syntax": 39, "tanh": 8, "tensor": [3, 25, 30, 35], "tensorflow": 18, "tensorrt": 12, "test": [21, 22, 25], "tile": [18, 27, 40], "time": 29, "topologi": 40, "train": [24, 26], "transform": [25, 42], "transmitt": 39, "transpos": 8, "tutori": [19, 23], "up": [19, 24, 25, 26], "updat": 19, "user": 34, "util": 2, "view": 39, "visual": [25, 27], "well": 18, "what": [0, 26], "why": 18, "work": [19, 26], "workflow": 34, "your": 21}})
\ No newline at end of file
diff --git a/source/Tutorial/ONNX.html b/source/Tutorial/ONNX.html
index 9aec1ed85a709c4fc2b7ad4a461ea2932c202b8c..c9fff63160cc3618995e0c2368561e4a1731b30d 100644
--- a/source/Tutorial/ONNX.html
+++ b/source/Tutorial/ONNX.html
@@ -645,8 +645,8 @@ Native operators coverage: 0.0% (0/1)
 <div class="output_area docutils container">
 <div class="highlight"><pre>
 Random input:
-[[-0.88624907 -0.1808946   0.66561586 -0.19962591 -0.09964513  0.347995
-   1.5941707  -1.2722069   1.1619703   0.5497331 ]]
+[[ 0.37969178  1.4566833  -1.249093    0.27077118 -1.1967081   1.0207533
+   1.0625035   0.5436063  -0.38500533 -0.36396742]]
 </pre></div></div>
 </div>
 <p>Then we can create a scheduler and run the inference:</p>
@@ -669,8 +669,8 @@ Random input:
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-Aidge prediction =  [[-0.25868236 -0.08228882  0.43965311 -0.08988328 -0.04734233  0.20397077
-   1.32507799 -0.27846027  0.88506175  0.34857128]]
+Aidge prediction =  [[ 0.22546051  1.18140636 -0.27836935  0.15360367 -0.27770969  0.75037543
+   0.78961928  0.34391302 -0.15589645 -0.14922646]]
 </pre></div></div>
 </div>
 </section>
@@ -760,7 +760,7 @@ Aidge prediction =  [[-0.25868236 -0.08228882  0.43965311 -0.08988328 -0.0473423
 <div class="prompt empty docutils container">
 </div>
 <div class="output_area rendered_html docutils container">
-<img src="https://mermaid.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"/></div>
+<img src="https://mermaid.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"/></div>
 </div>
 <p>We have successfully created a function which can create a MetaOperator for the Swish function !</p>
 <p>We have successfully created a function which can create a MetaOperator for the Swish function ! The next step is to register this function so that it is called by the ONNX import library.</p>
diff --git a/source/Tutorial/ONNX.ipynb b/source/Tutorial/ONNX.ipynb
index 8853eea45e63a0c86052ade8b6bd632384f0625a..d5caf9dbc3597789998df8024661b46752aec9ba 100644
--- a/source/Tutorial/ONNX.ipynb
+++ b/source/Tutorial/ONNX.ipynb
@@ -22,10 +22,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:44:53.156218Z",
-     "iopub.status.busy": "2024-08-27T07:44:53.154892Z",
-     "iopub.status.idle": "2024-08-27T07:44:53.354188Z",
-     "shell.execute_reply": "2024-08-27T07:44:53.352897Z"
+     "iopub.execute_input": "2024-08-27T14:08:13.877861Z",
+     "iopub.status.busy": "2024-08-27T14:08:13.877308Z",
+     "iopub.status.idle": "2024-08-27T14:08:14.216024Z",
+     "shell.execute_reply": "2024-08-27T14:08:14.200003Z"
     }
    },
    "outputs": [],
@@ -54,10 +54,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:44:53.361716Z",
-     "iopub.status.busy": "2024-08-27T07:44:53.361041Z",
-     "iopub.status.idle": "2024-08-27T07:44:53.704925Z",
-     "shell.execute_reply": "2024-08-27T07:44:53.703641Z"
+     "iopub.execute_input": "2024-08-27T14:08:14.221318Z",
+     "iopub.status.busy": "2024-08-27T14:08:14.220873Z",
+     "iopub.status.idle": "2024-08-27T14:08:14.599516Z",
+     "shell.execute_reply": "2024-08-27T14:08:14.598396Z"
     }
    },
    "outputs": [
@@ -101,10 +101,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:44:53.781958Z",
-     "iopub.status.busy": "2024-08-27T07:44:53.781215Z",
-     "iopub.status.idle": "2024-08-27T07:44:53.793412Z",
-     "shell.execute_reply": "2024-08-27T07:44:53.791520Z"
+     "iopub.execute_input": "2024-08-27T14:08:14.687527Z",
+     "iopub.status.busy": "2024-08-27T14:08:14.686844Z",
+     "iopub.status.idle": "2024-08-27T14:08:14.695356Z",
+     "shell.execute_reply": "2024-08-27T14:08:14.694229Z"
     }
    },
    "outputs": [
@@ -135,10 +135,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:44:53.799959Z",
-     "iopub.status.busy": "2024-08-27T07:44:53.798694Z",
-     "iopub.status.idle": "2024-08-27T07:44:53.818966Z",
-     "shell.execute_reply": "2024-08-27T07:44:53.817330Z"
+     "iopub.execute_input": "2024-08-27T14:08:14.702121Z",
+     "iopub.status.busy": "2024-08-27T14:08:14.700846Z",
+     "iopub.status.idle": "2024-08-27T14:08:14.713351Z",
+     "shell.execute_reply": "2024-08-27T14:08:14.712412Z"
     }
    },
    "outputs": [
@@ -190,10 +190,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:44:53.826073Z",
-     "iopub.status.busy": "2024-08-27T07:44:53.825164Z",
-     "iopub.status.idle": "2024-08-27T07:44:53.832897Z",
-     "shell.execute_reply": "2024-08-27T07:44:53.831046Z"
+     "iopub.execute_input": "2024-08-27T14:08:14.721330Z",
+     "iopub.status.busy": "2024-08-27T14:08:14.720867Z",
+     "iopub.status.idle": "2024-08-27T14:08:14.726166Z",
+     "shell.execute_reply": "2024-08-27T14:08:14.724908Z"
     }
    },
    "outputs": [],
@@ -222,10 +222,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:44:53.841175Z",
-     "iopub.status.busy": "2024-08-27T07:44:53.839933Z",
-     "iopub.status.idle": "2024-08-27T07:44:53.848445Z",
-     "shell.execute_reply": "2024-08-27T07:44:53.846421Z"
+     "iopub.execute_input": "2024-08-27T14:08:14.732030Z",
+     "iopub.status.busy": "2024-08-27T14:08:14.731407Z",
+     "iopub.status.idle": "2024-08-27T14:08:14.737176Z",
+     "shell.execute_reply": "2024-08-27T14:08:14.736080Z"
     }
    },
    "outputs": [],
@@ -251,10 +251,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:44:53.856199Z",
-     "iopub.status.busy": "2024-08-27T07:44:53.855139Z",
-     "iopub.status.idle": "2024-08-27T07:44:53.868777Z",
-     "shell.execute_reply": "2024-08-27T07:44:53.866739Z"
+     "iopub.execute_input": "2024-08-27T14:08:14.742239Z",
+     "iopub.status.busy": "2024-08-27T14:08:14.741594Z",
+     "iopub.status.idle": "2024-08-27T14:08:14.752912Z",
+     "shell.execute_reply": "2024-08-27T14:08:14.751720Z"
     }
    },
    "outputs": [],
@@ -284,10 +284,10 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:44:53.876706Z",
-     "iopub.status.busy": "2024-08-27T07:44:53.875467Z",
-     "iopub.status.idle": "2024-08-27T07:44:53.883806Z",
-     "shell.execute_reply": "2024-08-27T07:44:53.881922Z"
+     "iopub.execute_input": "2024-08-27T14:08:14.758313Z",
+     "iopub.status.busy": "2024-08-27T14:08:14.757817Z",
+     "iopub.status.idle": "2024-08-27T14:08:14.764578Z",
+     "shell.execute_reply": "2024-08-27T14:08:14.763585Z"
     }
    },
    "outputs": [],
@@ -309,10 +309,10 @@
    "execution_count": 9,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:44:53.892105Z",
-     "iopub.status.busy": "2024-08-27T07:44:53.890844Z",
-     "iopub.status.idle": "2024-08-27T07:44:53.921145Z",
-     "shell.execute_reply": "2024-08-27T07:44:53.918665Z"
+     "iopub.execute_input": "2024-08-27T14:08:14.769475Z",
+     "iopub.status.busy": "2024-08-27T14:08:14.768814Z",
+     "iopub.status.idle": "2024-08-27T14:08:14.807448Z",
+     "shell.execute_reply": "2024-08-27T14:08:14.806531Z"
     }
    },
    "outputs": [
@@ -321,8 +321,8 @@
      "output_type": "stream",
      "text": [
       "Random input:\n",
-      "[[-0.88624907 -0.1808946   0.66561586 -0.19962591 -0.09964513  0.347995\n",
-      "   1.5941707  -1.2722069   1.1619703   0.5497331 ]]\n"
+      "[[ 0.37969178  1.4566833  -1.249093    0.27077118 -1.1967081   1.0207533\n",
+      "   1.0625035   0.5436063  -0.38500533 -0.36396742]]\n"
      ]
     }
    ],
@@ -344,10 +344,10 @@
    "execution_count": 10,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:44:53.934091Z",
-     "iopub.status.busy": "2024-08-27T07:44:53.932509Z",
-     "iopub.status.idle": "2024-08-27T07:44:53.953506Z",
-     "shell.execute_reply": "2024-08-27T07:44:53.948101Z"
+     "iopub.execute_input": "2024-08-27T14:08:14.811957Z",
+     "iopub.status.busy": "2024-08-27T14:08:14.811284Z",
+     "iopub.status.idle": "2024-08-27T14:08:14.821993Z",
+     "shell.execute_reply": "2024-08-27T14:08:14.821153Z"
     }
    },
    "outputs": [
@@ -355,8 +355,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Aidge prediction =  [[-0.25868236 -0.08228882  0.43965311 -0.08988328 -0.04734233  0.20397077\n",
-      "   1.32507799 -0.27846027  0.88506175  0.34857128]]\n"
+      "Aidge prediction =  [[ 0.22546051  1.18140636 -0.27836935  0.15360367 -0.27770969  0.75037543\n",
+      "   0.78961928  0.34391302 -0.15589645 -0.14922646]]\n"
      ]
     }
    ],
@@ -396,10 +396,10 @@
    "execution_count": 11,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:44:53.962010Z",
-     "iopub.status.busy": "2024-08-27T07:44:53.960831Z",
-     "iopub.status.idle": "2024-08-27T07:44:53.985558Z",
-     "shell.execute_reply": "2024-08-27T07:44:53.984286Z"
+     "iopub.execute_input": "2024-08-27T14:08:14.827251Z",
+     "iopub.status.busy": "2024-08-27T14:08:14.825564Z",
+     "iopub.status.idle": "2024-08-27T14:08:14.838139Z",
+     "shell.execute_reply": "2024-08-27T14:08:14.837320Z"
     }
    },
    "outputs": [],
@@ -458,17 +458,17 @@
    "execution_count": 12,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:44:53.992253Z",
-     "iopub.status.busy": "2024-08-27T07:44:53.991744Z",
-     "iopub.status.idle": "2024-08-27T07:44:54.747247Z",
-     "shell.execute_reply": "2024-08-27T07:44:54.746064Z"
+     "iopub.execute_input": "2024-08-27T14:08:14.842551Z",
+     "iopub.status.busy": "2024-08-27T14:08:14.842050Z",
+     "iopub.status.idle": "2024-08-27T14:08:15.430809Z",
+     "shell.execute_reply": "2024-08-27T14:08:15.429979Z"
     }
    },
    "outputs": [
     {
      "data": {
       "text/html": [
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        "<IPython.core.display.Image object>"
@@ -522,10 +522,10 @@
    "execution_count": 13,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:44:54.754129Z",
-     "iopub.status.busy": "2024-08-27T07:44:54.753677Z",
-     "iopub.status.idle": "2024-08-27T07:44:54.760267Z",
-     "shell.execute_reply": "2024-08-27T07:44:54.758984Z"
+     "iopub.execute_input": "2024-08-27T14:08:15.435476Z",
+     "iopub.status.busy": "2024-08-27T14:08:15.434537Z",
+     "iopub.status.idle": "2024-08-27T14:08:15.440845Z",
+     "shell.execute_reply": "2024-08-27T14:08:15.440121Z"
     }
    },
    "outputs": [],
@@ -550,10 +550,10 @@
    "execution_count": 14,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:44:54.766319Z",
-     "iopub.status.busy": "2024-08-27T07:44:54.765901Z",
-     "iopub.status.idle": "2024-08-27T07:44:54.776106Z",
-     "shell.execute_reply": "2024-08-27T07:44:54.774672Z"
+     "iopub.execute_input": "2024-08-27T14:08:15.445093Z",
+     "iopub.status.busy": "2024-08-27T14:08:15.444155Z",
+     "iopub.status.idle": "2024-08-27T14:08:15.470124Z",
+     "shell.execute_reply": "2024-08-27T14:08:15.468923Z"
     }
    },
    "outputs": [
@@ -616,10 +616,10 @@
    "execution_count": 15,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:44:54.783306Z",
-     "iopub.status.busy": "2024-08-27T07:44:54.782186Z",
-     "iopub.status.idle": "2024-08-27T07:44:54.793252Z",
-     "shell.execute_reply": "2024-08-27T07:44:54.791685Z"
+     "iopub.execute_input": "2024-08-27T14:08:15.476954Z",
+     "iopub.status.busy": "2024-08-27T14:08:15.476395Z",
+     "iopub.status.idle": "2024-08-27T14:08:15.490251Z",
+     "shell.execute_reply": "2024-08-27T14:08:15.489120Z"
     }
    },
    "outputs": [],
@@ -639,10 +639,10 @@
    "execution_count": 16,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:44:54.801052Z",
-     "iopub.status.busy": "2024-08-27T07:44:54.799851Z",
-     "iopub.status.idle": "2024-08-27T07:44:54.822564Z",
-     "shell.execute_reply": "2024-08-27T07:44:54.820860Z"
+     "iopub.execute_input": "2024-08-27T14:08:15.495582Z",
+     "iopub.status.busy": "2024-08-27T14:08:15.495043Z",
+     "iopub.status.idle": "2024-08-27T14:08:15.515124Z",
+     "shell.execute_reply": "2024-08-27T14:08:15.513953Z"
     }
    },
    "outputs": [
diff --git a/source/Tutorial/database.html b/source/Tutorial/database.html
index a10456ba94e477efc4d835e183f5621d4fec2158..395961d52a0d715f31e39f35b8c6c87533f2396b 100644
--- a/source/Tutorial/database.html
+++ b/source/Tutorial/database.html
@@ -630,7 +630,7 @@ Decompression complete
 <div class="prompt empty docutils container">
 </div>
 <div class="output_area rendered_html docutils container">
-<img src="https://mermaid.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"/></div>
+<img src="https://mermaid.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"/></div>
 </div>
 <div class="nbinput nblast docutils container">
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[7]:
@@ -692,7 +692,7 @@ Decompression complete
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-0.9634
+0.9633999999999999
 </pre></div></div>
 </div>
 </section>
diff --git a/source/Tutorial/database.ipynb b/source/Tutorial/database.ipynb
index 8bb13c114ea141bb19b6048929467d8bf625e8db..60312df58d97743bc48dee62617e41f3f58e57dc 100644
--- a/source/Tutorial/database.ipynb
+++ b/source/Tutorial/database.ipynb
@@ -24,10 +24,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:44:58.220295Z",
-     "iopub.status.busy": "2024-08-27T07:44:58.218708Z",
-     "iopub.status.idle": "2024-08-27T07:44:58.584182Z",
-     "shell.execute_reply": "2024-08-27T07:44:58.582221Z"
+     "iopub.execute_input": "2024-08-27T14:08:19.773958Z",
+     "iopub.status.busy": "2024-08-27T14:08:19.773541Z",
+     "iopub.status.idle": "2024-08-27T14:08:20.057922Z",
+     "shell.execute_reply": "2024-08-27T14:08:20.056970Z"
     }
    },
    "outputs": [
@@ -62,10 +62,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:44:58.592273Z",
-     "iopub.status.busy": "2024-08-27T07:44:58.591361Z",
-     "iopub.status.idle": "2024-08-27T07:44:59.772205Z",
-     "shell.execute_reply": "2024-08-27T07:44:59.770620Z"
+     "iopub.execute_input": "2024-08-27T14:08:20.061570Z",
+     "iopub.status.busy": "2024-08-27T14:08:20.061138Z",
+     "iopub.status.idle": "2024-08-27T14:08:21.209086Z",
+     "shell.execute_reply": "2024-08-27T14:08:21.208068Z"
     }
    },
    "outputs": [
@@ -130,10 +130,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:44:59.780214Z",
-     "iopub.status.busy": "2024-08-27T07:44:59.778857Z",
-     "iopub.status.idle": "2024-08-27T07:45:00.343264Z",
-     "shell.execute_reply": "2024-08-27T07:45:00.342399Z"
+     "iopub.execute_input": "2024-08-27T14:08:21.212821Z",
+     "iopub.status.busy": "2024-08-27T14:08:21.212252Z",
+     "iopub.status.idle": "2024-08-27T14:08:21.808168Z",
+     "shell.execute_reply": "2024-08-27T14:08:21.806987Z"
     }
    },
    "outputs": [],
@@ -158,10 +158,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:00.350673Z",
-     "iopub.status.busy": "2024-08-27T07:45:00.349618Z",
-     "iopub.status.idle": "2024-08-27T07:45:00.355254Z",
-     "shell.execute_reply": "2024-08-27T07:45:00.354528Z"
+     "iopub.execute_input": "2024-08-27T14:08:21.812511Z",
+     "iopub.status.busy": "2024-08-27T14:08:21.812100Z",
+     "iopub.status.idle": "2024-08-27T14:08:21.818307Z",
+     "shell.execute_reply": "2024-08-27T14:08:21.817445Z"
     }
    },
    "outputs": [],
@@ -193,10 +193,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:00.362116Z",
-     "iopub.status.busy": "2024-08-27T07:45:00.361154Z",
-     "iopub.status.idle": "2024-08-27T07:45:00.541682Z",
-     "shell.execute_reply": "2024-08-27T07:45:00.540820Z"
+     "iopub.execute_input": "2024-08-27T14:08:21.822123Z",
+     "iopub.status.busy": "2024-08-27T14:08:21.821580Z",
+     "iopub.status.idle": "2024-08-27T14:08:21.959024Z",
+     "shell.execute_reply": "2024-08-27T14:08:21.957979Z"
     }
    },
    "outputs": [],
@@ -213,10 +213,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:00.549495Z",
-     "iopub.status.busy": "2024-08-27T07:45:00.548253Z",
-     "iopub.status.idle": "2024-08-27T07:45:00.580394Z",
-     "shell.execute_reply": "2024-08-27T07:45:00.579657Z"
+     "iopub.execute_input": "2024-08-27T14:08:21.963566Z",
+     "iopub.status.busy": "2024-08-27T14:08:21.962960Z",
+     "iopub.status.idle": "2024-08-27T14:08:21.993532Z",
+     "shell.execute_reply": "2024-08-27T14:08:21.992616Z"
     }
    },
    "outputs": [
@@ -236,7 +236,7 @@
     {
      "data": {
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@@ -258,10 +258,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:00.589494Z",
-     "iopub.status.busy": "2024-08-27T07:45:00.588700Z",
-     "iopub.status.idle": "2024-08-27T07:45:00.594830Z",
-     "shell.execute_reply": "2024-08-27T07:45:00.593877Z"
+     "iopub.execute_input": "2024-08-27T14:08:21.997696Z",
+     "iopub.status.busy": "2024-08-27T14:08:21.997132Z",
+     "iopub.status.idle": "2024-08-27T14:08:22.003006Z",
+     "shell.execute_reply": "2024-08-27T14:08:22.002151Z"
     }
    },
    "outputs": [],
@@ -279,10 +279,10 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:00.601657Z",
-     "iopub.status.busy": "2024-08-27T07:45:00.600871Z",
-     "iopub.status.idle": "2024-08-27T07:45:01.686588Z",
-     "shell.execute_reply": "2024-08-27T07:45:01.685852Z"
+     "iopub.execute_input": "2024-08-27T14:08:22.006543Z",
+     "iopub.status.busy": "2024-08-27T14:08:22.005994Z",
+     "iopub.status.idle": "2024-08-27T14:08:22.952046Z",
+     "shell.execute_reply": "2024-08-27T14:08:22.950882Z"
     }
    },
    "outputs": [],
@@ -302,10 +302,10 @@
    "execution_count": 9,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:01.693632Z",
-     "iopub.status.busy": "2024-08-27T07:45:01.692985Z",
-     "iopub.status.idle": "2024-08-27T07:45:03.983393Z",
-     "shell.execute_reply": "2024-08-27T07:45:03.982745Z"
+     "iopub.execute_input": "2024-08-27T14:08:22.955754Z",
+     "iopub.status.busy": "2024-08-27T14:08:22.955434Z",
+     "iopub.status.idle": "2024-08-27T14:08:25.294515Z",
+     "shell.execute_reply": "2024-08-27T14:08:25.293480Z"
     }
    },
    "outputs": [
@@ -313,7 +313,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "0.9634\n"
+      "0.9633999999999999\n"
      ]
     }
    ],
diff --git a/source/Tutorial/export_cpp.html b/source/Tutorial/export_cpp.html
index 2d7a273946ee42ea290fbb250a3a0807d6cd7a5b..b262c6fcff768f29bc6c4372b54278f61389f584 100644
--- a/source/Tutorial/export_cpp.html
+++ b/source/Tutorial/export_cpp.html
@@ -506,13 +506,13 @@ Requirement already satisfied: asttokens&gt;=2.1.0 in /builds/eclipse/aidge/aidg
 Requirement already satisfied: pure-eval in /builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages (from stack-data-&gt;ipython&gt;=6.1.0-&gt;ipywidgets) (0.2.3)
 Requirement already satisfied: six&gt;=1.12.0 in /builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages (from asttokens&gt;=2.1.0-&gt;stack-data-&gt;ipython&gt;=6.1.0-&gt;ipywidgets) (1.16.0)
 Downloading ipywidgets-8.1.5-py3-none-any.whl (139 kB)
-   <span class="ansi-black-intense-fg">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span> <span class="ansi-green-fg">139.8/139.8 kB</span> <span class="ansi-red-fg">5.6 MB/s</span> eta <span class="ansi-cyan-fg">0:00:00</span>
+   <span class="ansi-black-intense-fg">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span> <span class="ansi-green-fg">139.8/139.8 kB</span> <span class="ansi-red-fg">5.5 MB/s</span> eta <span class="ansi-cyan-fg">0:00:00</span>
 Downloading ipycanvas-0.13.2-py2.py3-none-any.whl (122 kB)
-   <span class="ansi-black-intense-fg">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span> <span class="ansi-green-fg">122.9/122.9 kB</span> <span class="ansi-red-fg">11.9 MB/s</span> eta <span class="ansi-cyan-fg">0:00:00</span>
+   <span class="ansi-black-intense-fg">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span> <span class="ansi-green-fg">122.9/122.9 kB</span> <span class="ansi-red-fg">11.2 MB/s</span> eta <span class="ansi-cyan-fg">0:00:00</span>
 Downloading jupyterlab_widgets-3.0.13-py3-none-any.whl (214 kB)
-   <span class="ansi-black-intense-fg">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span> <span class="ansi-green-fg">214.4/214.4 kB</span> <span class="ansi-red-fg">18.2 MB/s</span> eta <span class="ansi-cyan-fg">0:00:00</span>
+   <span class="ansi-black-intense-fg">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span> <span class="ansi-green-fg">214.4/214.4 kB</span> <span class="ansi-red-fg">17.5 MB/s</span> eta <span class="ansi-cyan-fg">0:00:00</span>
 Downloading widgetsnbextension-4.0.13-py3-none-any.whl (2.3 MB)
-   <span class="ansi-black-intense-fg">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span> <span class="ansi-green-fg">2.3/2.3 MB</span> <span class="ansi-red-fg">45.8 MB/s</span> eta <span class="ansi-cyan-fg">0:00:00</span>
+   <span class="ansi-black-intense-fg">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span> <span class="ansi-green-fg">2.3/2.3 MB</span> <span class="ansi-red-fg">56.7 MB/s</span> eta <span class="ansi-cyan-fg">0:00:00</span>
 Installing collected packages: widgetsnbextension, jupyterlab-widgets, ipywidgets, ipycanvas
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@@ -733,7 +733,7 @@ ONNX model downloaded successfully.
 </pre></div>
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 </div>
 </section>
 <section id="Generate-inputs-for-testing-the-model-from-your-drawing">
@@ -808,7 +808,7 @@ make[1]: Leaving directory &#39;/builds/eclipse/aidge/aidge/docs/source/Tutorial
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diff --git a/source/Tutorial/export_cpp.ipynb b/source/Tutorial/export_cpp.ipynb
index b5fcd1a531f29bf69d56665ee48823c8371d95dc..cb83af8f612a750dc39c6f9a8850da69a6ac2ece 100644
--- a/source/Tutorial/export_cpp.ipynb
+++ b/source/Tutorial/export_cpp.ipynb
@@ -12,10 +12,10 @@
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-     "iopub.status.busy": "2024-08-27T07:45:06.039044Z",
-     "iopub.status.idle": "2024-08-27T07:45:08.190041Z",
-     "shell.execute_reply": "2024-08-27T07:45:08.187740Z"
+     "iopub.execute_input": "2024-08-27T14:08:27.428769Z",
+     "iopub.status.busy": "2024-08-27T14:08:27.427177Z",
+     "iopub.status.idle": "2024-08-27T14:08:29.512078Z",
+     "shell.execute_reply": "2024-08-27T14:08:29.511114Z"
     }
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    "outputs": [
@@ -74,15 +74,21 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Collecting jupyterlab-widgets~=3.0.12 (from ipywidgets)\r\n",
-      "  Downloading jupyterlab_widgets-3.0.13-py3-none-any.whl.metadata (4.1 kB)\r\n"
+      "Collecting jupyterlab-widgets~=3.0.12 (from ipywidgets)\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "  Downloading jupyterlab_widgets-3.0.13-py3-none-any.whl.metadata (4.1 kB)\r\n",
+      "Requirement already satisfied: pillow>=6.0 in /builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages (from ipycanvas) (10.4.0)\r\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Requirement already satisfied: pillow>=6.0 in /builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages (from ipycanvas) (10.4.0)\r\n",
       "Requirement already satisfied: decorator in /builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages (from ipython>=6.1.0->ipywidgets) (5.1.1)\r\n",
       "Requirement already satisfied: jedi>=0.16 in /builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages (from ipython>=6.1.0->ipywidgets) (0.19.1)\r\n",
       "Requirement already satisfied: matplotlib-inline in /builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages (from ipython>=6.1.0->ipywidgets) (0.1.7)\r\n",
@@ -91,53 +97,45 @@
       "Requirement already satisfied: stack-data in /builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages (from ipython>=6.1.0->ipywidgets) (0.6.3)\r\n",
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-      "Requirement already satisfied: pexpect>4.3 in /builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages (from ipython>=6.1.0->ipywidgets) (4.9.0)\r\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
+      "Requirement already satisfied: pexpect>4.3 in /builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages (from ipython>=6.1.0->ipywidgets) (4.9.0)\r\n",
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-      "Requirement already satisfied: six>=1.12.0 in /builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages (from asttokens>=2.1.0->stack-data->ipython>=6.1.0->ipywidgets) (1.16.0)\r\n",
-      "Downloading ipywidgets-8.1.5-py3-none-any.whl (139 kB)\r\n",
-      "\u001b[?25l"
+      "Requirement already satisfied: six>=1.12.0 in /builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages (from asttokens>=2.1.0->stack-data->ipython>=6.1.0->ipywidgets) (1.16.0)\r\n"
      ]
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      "text": [
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-      "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m139.8/139.8 kB\u001b[0m \u001b[31m5.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\r\n",
-      "\u001b[?25hDownloading ipycanvas-0.13.2-py2.py3-none-any.whl (122 kB)\r\n",
-      "\u001b[?25l   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/122.9 kB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m"
+      "Downloading ipywidgets-8.1.5-py3-none-any.whl (139 kB)\r\n",
+      "\u001b[?25l   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/139.8 kB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r",
+      "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m139.8/139.8 kB\u001b[0m \u001b[31m5.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\r\n",
+      "\u001b[?25h"
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      "output_type": "stream",
      "text": [
-      "\r",
-      "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m122.9/122.9 kB\u001b[0m \u001b[31m11.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\r\n",
+      "Downloading ipycanvas-0.13.2-py2.py3-none-any.whl (122 kB)\r\n",
+      "\u001b[?25l   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/122.9 kB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r",
+      "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m122.9/122.9 kB\u001b[0m \u001b[31m11.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\r\n",
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-      "\u001b[?25l   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/214.4 kB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r",
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-      "\u001b[?25h"
+      "\u001b[?25l   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/214.4 kB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m"
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      "output_type": "stream",
      "text": [
-      "Downloading widgetsnbextension-4.0.13-py3-none-any.whl (2.3 MB)\r\n",
-      "\u001b[?25l   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/2.3 MB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r",
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+      "\r",
+      "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m214.4/214.4 kB\u001b[0m \u001b[31m17.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\r\n",
+      "\u001b[?25hDownloading widgetsnbextension-4.0.13-py3-none-any.whl (2.3 MB)\r\n",
+      "\u001b[?25l   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/2.3 MB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m"
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@@ -145,7 +143,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.3/2.3 MB\u001b[0m \u001b[31m45.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\r\n",
+      "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.3/2.3 MB\u001b[0m \u001b[31m56.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\r\n",
       "\u001b[?25h"
      ]
     },
@@ -190,10 +188,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:08.198168Z",
-     "iopub.status.busy": "2024-08-27T07:45:08.197480Z",
-     "iopub.status.idle": "2024-08-27T07:45:08.393863Z",
-     "shell.execute_reply": "2024-08-27T07:45:08.393058Z"
+     "iopub.execute_input": "2024-08-27T14:08:29.516608Z",
+     "iopub.status.busy": "2024-08-27T14:08:29.516125Z",
+     "iopub.status.idle": "2024-08-27T14:08:29.671935Z",
+     "shell.execute_reply": "2024-08-27T14:08:29.671102Z"
     }
    },
    "outputs": [],
@@ -207,10 +205,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:08.401104Z",
-     "iopub.status.busy": "2024-08-27T07:45:08.400196Z",
-     "iopub.status.idle": "2024-08-27T07:45:08.619410Z",
-     "shell.execute_reply": "2024-08-27T07:45:08.617964Z"
+     "iopub.execute_input": "2024-08-27T14:08:29.676123Z",
+     "iopub.status.busy": "2024-08-27T14:08:29.675577Z",
+     "iopub.status.idle": "2024-08-27T14:08:29.898411Z",
+     "shell.execute_reply": "2024-08-27T14:08:29.897676Z"
     }
    },
    "outputs": [
@@ -246,10 +244,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:08.626794Z",
-     "iopub.status.busy": "2024-08-27T07:45:08.625852Z",
-     "iopub.status.idle": "2024-08-27T07:45:08.833870Z",
-     "shell.execute_reply": "2024-08-27T07:45:08.833006Z"
+     "iopub.execute_input": "2024-08-27T14:08:29.903660Z",
+     "iopub.status.busy": "2024-08-27T14:08:29.902048Z",
+     "iopub.status.idle": "2024-08-27T14:08:30.186362Z",
+     "shell.execute_reply": "2024-08-27T14:08:30.185616Z"
     }
    },
    "outputs": [],
@@ -265,10 +263,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:08.840803Z",
-     "iopub.status.busy": "2024-08-27T07:45:08.840074Z",
-     "iopub.status.idle": "2024-08-27T07:45:08.855426Z",
-     "shell.execute_reply": "2024-08-27T07:45:08.854665Z"
+     "iopub.execute_input": "2024-08-27T14:08:30.190912Z",
+     "iopub.status.busy": "2024-08-27T14:08:30.190292Z",
+     "iopub.status.idle": "2024-08-27T14:08:30.206153Z",
+     "shell.execute_reply": "2024-08-27T14:08:30.205431Z"
     }
    },
    "outputs": [
@@ -301,10 +299,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:08.862412Z",
-     "iopub.status.busy": "2024-08-27T07:45:08.861403Z",
-     "iopub.status.idle": "2024-08-27T07:45:08.887100Z",
-     "shell.execute_reply": "2024-08-27T07:45:08.886389Z"
+     "iopub.execute_input": "2024-08-27T14:08:30.210543Z",
+     "iopub.status.busy": "2024-08-27T14:08:30.210023Z",
+     "iopub.status.idle": "2024-08-27T14:08:30.229532Z",
+     "shell.execute_reply": "2024-08-27T14:08:30.228740Z"
     }
    },
    "outputs": [],
@@ -331,10 +329,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:08.893191Z",
-     "iopub.status.busy": "2024-08-27T07:45:08.892479Z",
-     "iopub.status.idle": "2024-08-27T07:45:08.900465Z",
-     "shell.execute_reply": "2024-08-27T07:45:08.899548Z"
+     "iopub.execute_input": "2024-08-27T14:08:30.234300Z",
+     "iopub.status.busy": "2024-08-27T14:08:30.233754Z",
+     "iopub.status.idle": "2024-08-27T14:08:30.241510Z",
+     "shell.execute_reply": "2024-08-27T14:08:30.240788Z"
     }
    },
    "outputs": [],
@@ -349,10 +347,10 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:08.906928Z",
-     "iopub.status.busy": "2024-08-27T07:45:08.906058Z",
-     "iopub.status.idle": "2024-08-27T07:45:08.911712Z",
-     "shell.execute_reply": "2024-08-27T07:45:08.910816Z"
+     "iopub.execute_input": "2024-08-27T14:08:30.245906Z",
+     "iopub.status.busy": "2024-08-27T14:08:30.245384Z",
+     "iopub.status.idle": "2024-08-27T14:08:30.251896Z",
+     "shell.execute_reply": "2024-08-27T14:08:30.251178Z"
     }
    },
    "outputs": [],
@@ -372,10 +370,10 @@
    "execution_count": 9,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:08.918721Z",
-     "iopub.status.busy": "2024-08-27T07:45:08.917591Z",
-     "iopub.status.idle": "2024-08-27T07:45:09.240639Z",
-     "shell.execute_reply": "2024-08-27T07:45:09.239715Z"
+     "iopub.execute_input": "2024-08-27T14:08:30.255926Z",
+     "iopub.status.busy": "2024-08-27T14:08:30.255388Z",
+     "iopub.status.idle": "2024-08-27T14:08:30.523252Z",
+     "shell.execute_reply": "2024-08-27T14:08:30.522493Z"
     }
    },
    "outputs": [],
@@ -395,17 +393,17 @@
    "execution_count": 10,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:09.248032Z",
-     "iopub.status.busy": "2024-08-27T07:45:09.247157Z",
-     "iopub.status.idle": "2024-08-27T07:45:09.388399Z",
-     "shell.execute_reply": "2024-08-27T07:45:09.387601Z"
+     "iopub.execute_input": "2024-08-27T14:08:30.528102Z",
+     "iopub.status.busy": "2024-08-27T14:08:30.527521Z",
+     "iopub.status.idle": "2024-08-27T14:08:30.662461Z",
+     "shell.execute_reply": "2024-08-27T14:08:30.661711Z"
     }
    },
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "756f0d0f90784391a4940792b7a19f65",
+       "model_id": "d38d01e78129434190d257e0e6eb284d",
        "version_major": 2,
        "version_minor": 0
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@@ -503,10 +501,10 @@
    "execution_count": 11,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:09.397721Z",
-     "iopub.status.busy": "2024-08-27T07:45:09.396772Z",
-     "iopub.status.idle": "2024-08-27T07:45:09.405203Z",
-     "shell.execute_reply": "2024-08-27T07:45:09.403678Z"
+     "iopub.execute_input": "2024-08-27T14:08:30.666815Z",
+     "iopub.status.busy": "2024-08-27T14:08:30.666305Z",
+     "iopub.status.idle": "2024-08-27T14:08:30.674559Z",
+     "shell.execute_reply": "2024-08-27T14:08:30.673928Z"
     }
    },
    "outputs": [
@@ -544,10 +542,10 @@
    "execution_count": 12,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:09.412615Z",
-     "iopub.status.busy": "2024-08-27T07:45:09.411999Z",
-     "iopub.status.idle": "2024-08-27T07:45:10.584618Z",
-     "shell.execute_reply": "2024-08-27T07:45:10.581905Z"
+     "iopub.execute_input": "2024-08-27T14:08:30.678634Z",
+     "iopub.status.busy": "2024-08-27T14:08:30.678146Z",
+     "iopub.status.idle": "2024-08-27T14:08:31.735710Z",
+     "shell.execute_reply": "2024-08-27T14:08:31.734513Z"
     }
    },
    "outputs": [
@@ -588,10 +586,10 @@
    "execution_count": 13,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:10.594255Z",
-     "iopub.status.busy": "2024-08-27T07:45:10.592840Z",
-     "iopub.status.idle": "2024-08-27T07:45:10.729644Z",
-     "shell.execute_reply": "2024-08-27T07:45:10.727036Z"
+     "iopub.execute_input": "2024-08-27T14:08:31.741893Z",
+     "iopub.status.busy": "2024-08-27T14:08:31.740907Z",
+     "iopub.status.idle": "2024-08-27T14:08:31.869461Z",
+     "shell.execute_reply": "2024-08-27T14:08:31.868273Z"
     }
    },
    "outputs": [
@@ -629,91 +627,29 @@
   "widgets": {
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diff --git a/source/Tutorial/graph_regex.html b/source/Tutorial/graph_regex.html
index ebd5a85c9ce61bbdbcccefe454574518d595c1c2..c0b612a24d7d47f5c2b993aa3feeb7494261a09e 100644
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@@ -669,8 +669,8 @@ Match  0  associated to query :  A# -&gt; B; A# -&gt; B
 The start node : ReLU0
 All the matched nodes :
          Conv1
-         ReLU0
          Conv0
+         ReLU0
 </pre></div></div>
 </div>
 </section>
@@ -701,7 +701,7 @@ All the matched nodes :
 <div class="prompt empty docutils container">
 </div>
 <div class="output_area rendered_html docutils container">
-<img src="https://mermaid.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"/></div>
+<img src="https://mermaid.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"/></div>
 </div>
 <p>Let’s try to match the ReLU0 followed by at least one convolution :</p>
 <div class="nbinput docutils container">
@@ -734,9 +734,9 @@ Number of match :  1
 Match  0  associated to query :  A -&gt; B+
 The start node : ReLU0
 All the matched nodes :
-         Conv2
          Conv1
          ReLU0
+         Conv2
          Conv0
 </pre></div></div>
 </div>
@@ -841,18 +841,18 @@ Conv
 <div class="output_area docutils container">
 <div class="highlight"><pre>
 Number of match :  3
-Match  0  associated to query :  Convk5
-The start node : Conv3
-All the matched nodes :
-         Conv3
-Match  1  associated to query :  Convk3
+Match  0  associated to query :  Convk3
 The start node : Conv2
 All the matched nodes :
          Conv2
-Match  2  associated to query :  Convk5
+Match  1  associated to query :  Convk5
 The start node : Conv1
 All the matched nodes :
          Conv1
+Match  2  associated to query :  Convk5
+The start node : Conv3
+All the matched nodes :
+         Conv3
 </pre></div></div>
 </div>
 </section>
diff --git a/source/Tutorial/graph_regex.ipynb b/source/Tutorial/graph_regex.ipynb
index 762beee36fa3afe4b6f0ea61135d1b00210332d6..3063b20cdc52016f82dd8b0bfc9b2a68adec7eb4 100644
--- a/source/Tutorial/graph_regex.ipynb
+++ b/source/Tutorial/graph_regex.ipynb
@@ -29,10 +29,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:12.870570Z",
-     "iopub.status.busy": "2024-08-27T07:45:12.869954Z",
-     "iopub.status.idle": "2024-08-27T07:45:15.129436Z",
-     "shell.execute_reply": "2024-08-27T07:45:15.127080Z"
+     "iopub.execute_input": "2024-08-27T14:08:34.461482Z",
+     "iopub.status.busy": "2024-08-27T14:08:34.460939Z",
+     "iopub.status.idle": "2024-08-27T14:08:36.781828Z",
+     "shell.execute_reply": "2024-08-27T14:08:36.780495Z"
     }
    },
    "outputs": [
@@ -65,10 +65,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:15.138300Z",
-     "iopub.status.busy": "2024-08-27T07:45:15.137602Z",
-     "iopub.status.idle": "2024-08-27T07:45:15.708202Z",
-     "shell.execute_reply": "2024-08-27T07:45:15.706747Z"
+     "iopub.execute_input": "2024-08-27T14:08:36.786824Z",
+     "iopub.status.busy": "2024-08-27T14:08:36.786315Z",
+     "iopub.status.idle": "2024-08-27T14:08:37.474368Z",
+     "shell.execute_reply": "2024-08-27T14:08:37.473304Z"
     }
    },
    "outputs": [],
@@ -126,17 +126,17 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:15.717993Z",
-     "iopub.status.busy": "2024-08-27T07:45:15.717557Z",
-     "iopub.status.idle": "2024-08-27T07:45:15.759711Z",
-     "shell.execute_reply": "2024-08-27T07:45:15.758661Z"
+     "iopub.execute_input": "2024-08-27T14:08:37.478986Z",
+     "iopub.status.busy": "2024-08-27T14:08:37.478560Z",
+     "iopub.status.idle": "2024-08-27T14:08:37.514076Z",
+     "shell.execute_reply": "2024-08-27T14:08:37.513122Z"
     }
    },
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<img src=\"https://mermaid.ink/img/JSV7aW5pdDogeydmbG93Y2hhcnQnOiB7ICdjdXJ2ZSc6ICdtb25vdG9uZVknfSwgJ2ZvbnRGYW1pbHknOiAnVmVyZGFuYScgfSB9JSUKZmxvd2NoYXJ0IFRCCgpSZUxVXzAoIlJlTFUwXG48c3ViPjxlbT4oUmVMVSMwKTwvZW0+PC9zdWI+IikKTWF0TXVsXzEoIk1hdE11bDFcbjxzdWI+PGVtPihNYXRNdWwjMSk8L2VtPjwvc3ViPiIpCkFkZF8xKCJBZGQxXG48c3ViPjxlbT4oQWRkIzEpPC9lbT48L3N1Yj4iKQpSZUxVXzEoIlJlTFUxXG48c3ViPjxlbT4oUmVMVSMxKTwvZW0+PC9zdWI+IikKTWF0TXVsXzAoIk1hdE11bDBcbjxzdWI+PGVtPihNYXRNdWwjMCk8L2VtPjwvc3ViPiIpOjo6cm9vdENscwpBZGRfMCgiQWRkMFxuPHN1Yj48ZW0+KEFkZCMwKTwvZW0+PC9zdWI+IikKUmVMVV8wLS0+fCIwJnJhcnI7MCJ8TWF0TXVsXzEKTWF0TXVsXzEtLT58IjAmcmFycjswInxBZGRfMQpBZGRfMS0tPnwiMCZyYXJyOzAifFJlTFVfMQpNYXRNdWxfMC0tPnwiMCZyYXJyOzAifEFkZF8wCkFkZF8wLS0+fCIwJnJhcnI7MCJ8UmVMVV8wCmlucHV0MCgoaW4jMCkpOjo6aW5wdXRDbHMtLS0+fCImcmFycjswInxNYXRNdWxfMAppbnB1dDEoKGluIzEpKTo6OmlucHV0Q2xzLS0tPnwiJnJhcnI7MSJ8TWF0TXVsXzAKaW5wdXQyKChpbiMyKSk6OjppbnB1dENscy0tLT58IiZyYXJyOzEifEFkZF8wCmlucHV0MygoaW4jMykpOjo6aW5wdXRDbHMtLS0+fCImcmFycjsxInxNYXRNdWxfMQppbnB1dDQoKGluIzQpKTo6OmlucHV0Q2xzLS0tPnwiJnJhcnI7MSJ8QWRkXzEKUmVMVV8xLS0tPnwiMCZyYXJyOyJ8b3V0cHV0MCgob3V0IzApKTo6Om91dHB1dENscwpjbGFzc0RlZiBpbnB1dENscyBmaWxsOiNhZmEKY2xhc3NEZWYgb3V0cHV0Q2xzIGZpbGw6I2ZmYQpjbGFzc0RlZiBleHRlcm5hbENscyBmaWxsOiNjY2MKY2xhc3NEZWYgcHJvZHVjZXJDbHMgZmlsbDojY2NmCmNsYXNzRGVmIGdlbmVyaWNDbHMgZmlsbDojZjlmOWZmLHN0cm9rZS13aWR0aDoxcHgsc3Ryb2tlLWRhc2hhcnJheTogNSA1CmNsYXNzRGVmIG1ldGFDbHMgc3Ryb2tlLXdpZHRoOjVweApjbGFzc0RlZiByb290Q2xzIHN0cm9rZTojZjAwCmNsYXNzRGVmIHByb2R1Y2VyQ2xzX3Jvb3RDbHMgc3Ryb2tlOiNmMDAsZmlsbDojY2NmCmNsYXNzRGVmIGdlbmVyaWNDbHNfcm9vdENscyBzdHJva2U6I2YwMCxmaWxsOiNmOWY5ZmYsc3Ryb2tlLXdpZHRoOjFweCxzdHJva2UtZGFzaGFycmF5OiA1IDUKY2xhc3NEZWYgbWV0YUNsc19yb290Q2xzIHN0cm9rZTojZjAwLHN0cm9rZS13aWR0aDo1cHgKCg==\"/>"
+       "<img src=\"https://mermaid.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\"/>"
       ],
       "text/plain": [
        "<IPython.core.display.Image object>"
@@ -165,10 +165,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:15.766612Z",
-     "iopub.status.busy": "2024-08-27T07:45:15.766284Z",
-     "iopub.status.idle": "2024-08-27T07:45:15.789318Z",
-     "shell.execute_reply": "2024-08-27T07:45:15.788158Z"
+     "iopub.execute_input": "2024-08-27T14:08:37.517548Z",
+     "iopub.status.busy": "2024-08-27T14:08:37.517221Z",
+     "iopub.status.idle": "2024-08-27T14:08:37.531951Z",
+     "shell.execute_reply": "2024-08-27T14:08:37.531189Z"
     }
    },
    "outputs": [
@@ -207,10 +207,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:15.799317Z",
-     "iopub.status.busy": "2024-08-27T07:45:15.798953Z",
-     "iopub.status.idle": "2024-08-27T07:45:15.807650Z",
-     "shell.execute_reply": "2024-08-27T07:45:15.806461Z"
+     "iopub.execute_input": "2024-08-27T14:08:37.539565Z",
+     "iopub.status.busy": "2024-08-27T14:08:37.538921Z",
+     "iopub.status.idle": "2024-08-27T14:08:37.544321Z",
+     "shell.execute_reply": "2024-08-27T14:08:37.543591Z"
     }
    },
    "outputs": [
@@ -255,10 +255,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:15.815747Z",
-     "iopub.status.busy": "2024-08-27T07:45:15.814662Z",
-     "iopub.status.idle": "2024-08-27T07:45:15.831167Z",
-     "shell.execute_reply": "2024-08-27T07:45:15.829755Z"
+     "iopub.execute_input": "2024-08-27T14:08:37.548011Z",
+     "iopub.status.busy": "2024-08-27T14:08:37.547361Z",
+     "iopub.status.idle": "2024-08-27T14:08:37.557187Z",
+     "shell.execute_reply": "2024-08-27T14:08:37.556391Z"
     }
    },
    "outputs": [
@@ -307,10 +307,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:15.839636Z",
-     "iopub.status.busy": "2024-08-27T07:45:15.838875Z",
-     "iopub.status.idle": "2024-08-27T07:45:15.886515Z",
-     "shell.execute_reply": "2024-08-27T07:45:15.885328Z"
+     "iopub.execute_input": "2024-08-27T14:08:37.561021Z",
+     "iopub.status.busy": "2024-08-27T14:08:37.560367Z",
+     "iopub.status.idle": "2024-08-27T14:08:37.587861Z",
+     "shell.execute_reply": "2024-08-27T14:08:37.587142Z"
     }
    },
    "outputs": [
@@ -323,8 +323,8 @@
       "The start node : ReLU0\n",
       "All the matched nodes :\n",
       "\t Conv1\n",
-      "\t ReLU0\n",
-      "\t Conv0\n"
+      "\t Conv0\n",
+      "\t ReLU0\n"
      ]
     }
    ],
@@ -369,17 +369,17 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:15.895756Z",
-     "iopub.status.busy": "2024-08-27T07:45:15.895329Z",
-     "iopub.status.idle": "2024-08-27T07:45:15.908578Z",
-     "shell.execute_reply": "2024-08-27T07:45:15.907145Z"
+     "iopub.execute_input": "2024-08-27T14:08:37.591758Z",
+     "iopub.status.busy": "2024-08-27T14:08:37.591149Z",
+     "iopub.status.idle": "2024-08-27T14:08:37.598952Z",
+     "shell.execute_reply": "2024-08-27T14:08:37.598326Z"
     }
    },
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<img src=\"https://mermaid.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\"/>"
+       "<img src=\"https://mermaid.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\"/>"
       ],
       "text/plain": [
        "<IPython.core.display.Image object>"
@@ -416,10 +416,10 @@
    "execution_count": 9,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:15.915830Z",
-     "iopub.status.busy": "2024-08-27T07:45:15.914760Z",
-     "iopub.status.idle": "2024-08-27T07:45:15.947501Z",
-     "shell.execute_reply": "2024-08-27T07:45:15.946241Z"
+     "iopub.execute_input": "2024-08-27T14:08:37.603083Z",
+     "iopub.status.busy": "2024-08-27T14:08:37.602067Z",
+     "iopub.status.idle": "2024-08-27T14:08:37.618661Z",
+     "shell.execute_reply": "2024-08-27T14:08:37.617976Z"
     }
    },
    "outputs": [
@@ -431,9 +431,9 @@
       "Match  0  associated to query :  A -> B+\n",
       "The start node : ReLU0\n",
       "All the matched nodes :\n",
-      "\t Conv2\n",
       "\t Conv1\n",
       "\t ReLU0\n",
+      "\t Conv2\n",
       "\t Conv0\n"
      ]
     }
@@ -474,10 +474,10 @@
    "execution_count": 10,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:15.960888Z",
-     "iopub.status.busy": "2024-08-27T07:45:15.959747Z",
-     "iopub.status.idle": "2024-08-27T07:45:15.980995Z",
-     "shell.execute_reply": "2024-08-27T07:45:15.978696Z"
+     "iopub.execute_input": "2024-08-27T14:08:37.622369Z",
+     "iopub.status.busy": "2024-08-27T14:08:37.621836Z",
+     "iopub.status.idle": "2024-08-27T14:08:37.631335Z",
+     "shell.execute_reply": "2024-08-27T14:08:37.630736Z"
     }
    },
    "outputs": [
@@ -534,10 +534,10 @@
    "execution_count": 11,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:15.987544Z",
-     "iopub.status.busy": "2024-08-27T07:45:15.986376Z",
-     "iopub.status.idle": "2024-08-27T07:45:15.997540Z",
-     "shell.execute_reply": "2024-08-27T07:45:15.995782Z"
+     "iopub.execute_input": "2024-08-27T14:08:37.634744Z",
+     "iopub.status.busy": "2024-08-27T14:08:37.634267Z",
+     "iopub.status.idle": "2024-08-27T14:08:37.638552Z",
+     "shell.execute_reply": "2024-08-27T14:08:37.637990Z"
     }
    },
    "outputs": [],
@@ -567,10 +567,10 @@
    "execution_count": 12,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:16.004982Z",
-     "iopub.status.busy": "2024-08-27T07:45:16.004334Z",
-     "iopub.status.idle": "2024-08-27T07:45:16.054561Z",
-     "shell.execute_reply": "2024-08-27T07:45:16.053342Z"
+     "iopub.execute_input": "2024-08-27T14:08:37.641749Z",
+     "iopub.status.busy": "2024-08-27T14:08:37.641282Z",
+     "iopub.status.idle": "2024-08-27T14:08:37.664683Z",
+     "shell.execute_reply": "2024-08-27T14:08:37.664023Z"
     }
    },
    "outputs": [
@@ -579,18 +579,18 @@
      "output_type": "stream",
      "text": [
       "Number of match :  3\n",
-      "Match  0  associated to query :  Convk5\n",
-      "The start node : Conv3\n",
-      "All the matched nodes :\n",
-      "\t Conv3\n",
-      "Match  1  associated to query :  Convk3\n",
+      "Match  0  associated to query :  Convk3\n",
       "The start node : Conv2\n",
       "All the matched nodes :\n",
       "\t Conv2\n",
-      "Match  2  associated to query :  Convk5\n",
+      "Match  1  associated to query :  Convk5\n",
       "The start node : Conv1\n",
       "All the matched nodes :\n",
-      "\t Conv1\n"
+      "\t Conv1\n",
+      "Match  2  associated to query :  Convk5\n",
+      "The start node : Conv3\n",
+      "All the matched nodes :\n",
+      "\t Conv3\n"
      ]
     }
    ],
diff --git a/source/Tutorial/learning.html b/source/Tutorial/learning.html
index 6ed8f84115d8578a29b3797f67d20067e2cab074..d0a4a745cc92c1b779fd186c93d5013a17cdc74e 100644
--- a/source/Tutorial/learning.html
+++ b/source/Tutorial/learning.html
@@ -466,6 +466,7 @@ document.write(`
 </pre></div>
 </div>
 <div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="o">!</span>pip<span class="w"> </span>install<span class="w"> </span><span class="nv">torchvision</span><span class="o">==</span><span class="m">0</span>.14.1+cpu<span class="w"> </span>--extra-index-url<span class="w"> </span>https://download.pytorch.org/whl/cpu
+<span class="o">!</span>pip<span class="w"> </span>install<span class="w"> </span><span class="nv">numpy</span><span class="o">==</span><span class="m">1</span>.24.1
 </pre></div>
 </div>
 </div>
@@ -477,13 +478,13 @@ document.write(`
 Looking in indexes: https://pypi.org/simple, https://download.pytorch.org/whl/cpu
 Collecting torchvision==0.14.1+cpu
   Downloading https://download.pytorch.org/whl/cpu/torchvision-0.14.1%2Bcpu-cp310-cp310-linux_x86_64.whl (16.8 MB)
-     <span class="ansi-black-intense-fg">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span> <span class="ansi-green-fg">16.8/16.8 MB</span> <span class="ansi-red-fg">32.0 MB/s</span> eta <span class="ansi-cyan-fg">0:00:00</span>
+     <span class="ansi-black-intense-fg">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span> <span class="ansi-green-fg">16.8/16.8 MB</span> <span class="ansi-red-fg">77.7 MB/s</span> eta <span class="ansi-cyan-fg">0:00:00</span>
 Requirement already satisfied: typing-extensions in /builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages (from torchvision==0.14.1+cpu) (4.12.2)
 Requirement already satisfied: numpy in /builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages (from torchvision==0.14.1+cpu) (2.1.0)
 Requirement already satisfied: requests in /builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages (from torchvision==0.14.1+cpu) (2.32.3)
 Collecting torch==1.13.1 (from torchvision==0.14.1+cpu)
   Downloading https://download.pytorch.org/whl/cpu/torch-1.13.1%2Bcpu-cp310-cp310-linux_x86_64.whl (199.1 MB)
-     <span class="ansi-black-intense-fg">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span> <span class="ansi-green-fg">199.1/199.1 MB</span> <span class="ansi-red-fg">11.8 MB/s</span> eta <span class="ansi-cyan-fg">0:00:00</span>
+     <span class="ansi-black-intense-fg">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span> <span class="ansi-green-fg">199.1/199.1 MB</span> <span class="ansi-red-fg">5.7 MB/s</span> eta <span class="ansi-cyan-fg">0:00:00</span>
 Requirement already satisfied: pillow!=8.3.*,&gt;=5.3.0 in /builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages (from torchvision==0.14.1+cpu) (10.4.0)
 Requirement already satisfied: charset-normalizer&lt;4,&gt;=2 in /builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages (from requests-&gt;torchvision==0.14.1+cpu) (3.3.2)
 Requirement already satisfied: idna&lt;4,&gt;=2.5 in /builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages (from requests-&gt;torchvision==0.14.1+cpu) (3.8)
@@ -492,11 +493,24 @@ Requirement already satisfied: certifi&gt;=2017.4.17 in /builds/eclipse/aidge/ai
 Installing collected packages: torch, torchvision
 Successfully installed torch-1.13.1+cpu torchvision-0.14.1+cpu
 
+<span class="ansi-bold">[</span><span class="ansi-blue-fg">notice</span><span class="ansi-bold">]</span> A new release of pip is available: <span class="ansi-red-fg">24.1</span> -&gt; <span class="ansi-green-fg">24.2</span>
+<span class="ansi-bold">[</span><span class="ansi-blue-fg">notice</span><span class="ansi-bold">]</span> To update, run: <span class="ansi-green-fg">pip install --upgrade pip</span>
+Collecting numpy==1.24.1
+  Downloading numpy-1.24.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (5.6 kB)
+Downloading numpy-1.24.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (17.3 MB)
+   <span class="ansi-black-intense-fg">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span> <span class="ansi-green-fg">17.3/17.3 MB</span> <span class="ansi-red-fg">76.6 MB/s</span> eta <span class="ansi-cyan-fg">0:00:00</span>
+Installing collected packages: numpy
+  Attempting uninstall: numpy
+    Found existing installation: numpy 2.1.0
+    Uninstalling numpy-2.1.0:
+      Successfully uninstalled numpy-2.1.0
+Successfully installed numpy-1.24.1
+
 <span class="ansi-bold">[</span><span class="ansi-blue-fg">notice</span><span class="ansi-bold">]</span> A new release of pip is available: <span class="ansi-red-fg">24.1</span> -&gt; <span class="ansi-green-fg">24.2</span>
 <span class="ansi-bold">[</span><span class="ansi-blue-fg">notice</span><span class="ansi-bold">]</span> To update, run: <span class="ansi-green-fg">pip install --upgrade pip</span>
 </pre></div></div>
 </div>
-<div class="nbinput docutils container">
+<div class="nbinput nblast docutils container">
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[2]:
 </pre></div>
 </div>
@@ -512,83 +526,6 @@ Successfully installed torch-1.13.1+cpu torchvision-0.14.1+cpu
 </pre></div>
 </div>
 </div>
-<div class="nboutput nblast docutils container">
-<div class="prompt empty docutils container">
-</div>
-<div class="output_area stderr docutils container">
-<div class="highlight"><pre>
-
-A module that was compiled using NumPy 1.x cannot be run in
-NumPy 2.1.0 as it may crash. To support both 1.x and 2.x
-versions of NumPy, modules must be compiled with NumPy 2.0.
-Some module may need to rebuild instead e.g. with &#39;pybind11&gt;=2.12&#39;.
-
-If you are a user of the module, the easiest solution will be to
-downgrade to &#39;numpy&lt;2&#39; or try to upgrade the affected module.
-We expect that some modules will need time to support NumPy 2.
-
-Traceback (most recent call last):  File &#34;/usr/lib/python3.10/runpy.py&#34;, line 196, in _run_module_as_main
-    return _run_code(code, main_globals, None,
-  File &#34;/usr/lib/python3.10/runpy.py&#34;, line 86, in _run_code
-    exec(code, run_globals)
-  File &#34;/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/ipykernel_launcher.py&#34;, line 18, in &lt;module&gt;
-    app.launch_new_instance()
-  File &#34;/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/traitlets/config/application.py&#34;, line 1075, in launch_instance
-    app.start()
-  File &#34;/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/ipykernel/kernelapp.py&#34;, line 739, in start
-    self.io_loop.start()
-  File &#34;/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/tornado/platform/asyncio.py&#34;, line 205, in start
-    self.asyncio_loop.run_forever()
-  File &#34;/usr/lib/python3.10/asyncio/base_events.py&#34;, line 603, in run_forever
-    self._run_once()
-  File &#34;/usr/lib/python3.10/asyncio/base_events.py&#34;, line 1909, in _run_once
-    handle._run()
-  File &#34;/usr/lib/python3.10/asyncio/events.py&#34;, line 80, in _run
-    self._context.run(self._callback, *self._args)
-  File &#34;/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/ipykernel/kernelbase.py&#34;, line 545, in dispatch_queue
-    await self.process_one()
-  File &#34;/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/ipykernel/kernelbase.py&#34;, line 534, in process_one
-    await dispatch(*args)
-  File &#34;/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/ipykernel/kernelbase.py&#34;, line 437, in dispatch_shell
-    await result
-  File &#34;/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/ipykernel/ipkernel.py&#34;, line 362, in execute_request
-    await super().execute_request(stream, ident, parent)
-  File &#34;/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/ipykernel/kernelbase.py&#34;, line 778, in execute_request
-    reply_content = await reply_content
-  File &#34;/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/ipykernel/ipkernel.py&#34;, line 449, in do_execute
-    res = shell.run_cell(
-  File &#34;/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/ipykernel/zmqshell.py&#34;, line 549, in run_cell
-    return super().run_cell(*args, **kwargs)
-  File &#34;/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/IPython/core/interactiveshell.py&#34;, line 3075, in run_cell
-    result = self._run_cell(
-  File &#34;/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/IPython/core/interactiveshell.py&#34;, line 3130, in _run_cell
-    result = runner(coro)
-  File &#34;/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/IPython/core/async_helpers.py&#34;, line 128, in _pseudo_sync_runner
-    coro.send(None)
-  File &#34;/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/IPython/core/interactiveshell.py&#34;, line 3334, in run_cell_async
-    has_raised = await self.run_ast_nodes(code_ast.body, cell_name,
-  File &#34;/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/IPython/core/interactiveshell.py&#34;, line 3517, in run_ast_nodes
-    if await self.run_code(code, result, async_=asy):
-  File &#34;/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/IPython/core/interactiveshell.py&#34;, line 3577, in run_code
-    exec(code_obj, self.user_global_ns, self.user_ns)
-  File &#34;/tmp/ipykernel_5503/3127059917.py&#34;, line 8, in &lt;module&gt;
-    import torchvision
-  File &#34;/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/torchvision/__init__.py&#34;, line 5, in &lt;module&gt;
-    from torchvision import datasets, io, models, ops, transforms, utils
-  File &#34;/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/torchvision/models/__init__.py&#34;, line 17, in &lt;module&gt;
-    from . import detection, optical_flow, quantization, segmentation, video
-  File &#34;/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/torchvision/models/detection/__init__.py&#34;, line 1, in &lt;module&gt;
-    from .faster_rcnn import *
-  File &#34;/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/torchvision/models/detection/faster_rcnn.py&#34;, line 16, in &lt;module&gt;
-    from .anchor_utils import AnchorGenerator
-  File &#34;/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/torchvision/models/detection/anchor_utils.py&#34;, line 10, in &lt;module&gt;
-    class AnchorGenerator(nn.Module):
-  File &#34;/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/torchvision/models/detection/anchor_utils.py&#34;, line 63, in AnchorGenerator
-    device: torch.device = torch.device(&#34;cpu&#34;),
-/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/torchvision/models/detection/anchor_utils.py:63: UserWarning: Failed to initialize NumPy: _ARRAY_API not found (Triggered internally at ../torch/csrc/utils/tensor_numpy.cpp:77.)
-  device: torch.device = torch.device(&#34;cpu&#34;),
-</pre></div></div>
-</div>
 <section id="Creating-Aidge-model">
 <h2>Creating Aidge model<a class="headerlink" href="#Creating-Aidge-model" title="Link to this heading">#</a></h2>
 <p>In this example, we will create a simple perceptron model. For this we will use the helper function <code class="docutils literal notranslate"><span class="pre">sequential</span></code> which will connect the nodes in a sequential manner and will return the reuslting <code class="docutils literal notranslate"><span class="pre">GraphView</span></code>.</p>
@@ -711,66 +648,12 @@ Downloading https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz to ./data/ci
 100.0%
 </pre></div></div>
 </div>
-<div class="nboutput docutils container">
-<div class="prompt empty docutils container">
-</div>
-<div class="output_area docutils container">
-<div class="highlight"><pre>
-Extracting ./data/cifar-10-python.tar.gz to ./data
-</pre></div></div>
-</div>
 <div class="nboutput nblast docutils container">
 <div class="prompt empty docutils container">
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 <div class="highlight"><pre>
-<span class="ansi-red-fg">---------------------------------------------------------------------------</span>
-<span class="ansi-red-fg">RuntimeError</span>                              Traceback (most recent call last)
-Cell <span class="ansi-green-fg">In[6], line 3</span>
-<span class="ansi-green-intense-fg ansi-bold">      1</span> aidge_database <span style="color: rgb(98,98,98)">=</span> aidge_cifar10()
-<span class="ansi-green-intense-fg ansi-bold">      2</span> BATCH_SIZE <span style="color: rgb(98,98,98)">=</span> <span style="color: rgb(98,98,98)">64</span>
-<span class="ansi-green-fg">----&gt; 3</span> aidge_dataprovider <span style="color: rgb(98,98,98)">=</span> <span class="ansi-yellow-bg">aidge_core</span><span class="ansi-yellow-bg" style="color: rgb(98,98,98)">.</span><span class="ansi-yellow-bg">DataProvider</span><span class="ansi-yellow-bg">(</span><span class="ansi-yellow-bg">aidge_database</span><span class="ansi-yellow-bg">,</span>
-<span class="ansi-green-intense-fg ansi-bold">      4</span> <span class="ansi-yellow-bg">                                             </span><span class="ansi-yellow-bg">batch_size</span><span class="ansi-yellow-bg" style="color: rgb(98,98,98)">=</span><span class="ansi-yellow-bg">BATCH_SIZE</span><span class="ansi-yellow-bg">,</span>
-<span class="ansi-green-intense-fg ansi-bold">      5</span> <span class="ansi-yellow-bg">                                             </span><span class="ansi-yellow-bg">shuffle</span><span class="ansi-yellow-bg" style="color: rgb(98,98,98)">=</span><span class="ansi-yellow-bg ansi-bold" style="color: rgb(0,135,0)">True</span><span class="ansi-yellow-bg">,</span>
-<span class="ansi-green-intense-fg ansi-bold">      6</span> <span class="ansi-yellow-bg">                                             </span><span class="ansi-yellow-bg">drop_last</span><span class="ansi-yellow-bg" style="color: rgb(98,98,98)">=</span><span class="ansi-yellow-bg ansi-bold" style="color: rgb(0,135,0)">True</span><span class="ansi-yellow-bg">)</span>
-
-Cell <span class="ansi-green-fg">In[5], line 18</span>, in <span class="ansi-cyan-fg">aidge_cifar10.get_item</span><span class="ansi-blue-fg">(self, idx)</span>
-<span class="ansi-green-intense-fg ansi-bold">     17</span> <span class="ansi-bold" style="color: rgb(0,135,0)">def</span> <span style="color: rgb(0,0,255)">get_item</span>(<span style="color: rgb(0,135,0)">self</span>, idx):
-<span class="ansi-green-fg">---&gt; 18</span>     data, label <span style="color: rgb(98,98,98)">=</span> <span class="ansi-yellow-bg" style="color: rgb(0,135,0)">self</span><span class="ansi-yellow-bg" style="color: rgb(98,98,98)">.</span><span class="ansi-yellow-bg">trainset</span><span class="ansi-yellow-bg" style="color: rgb(98,98,98)">.</span><span class="ansi-yellow-bg" style="color: rgb(0,0,255)">__getitem__</span><span class="ansi-yellow-bg">(</span><span class="ansi-yellow-bg">idx</span><span class="ansi-yellow-bg">)</span>
-<span class="ansi-green-intense-fg ansi-bold">     19</span>     <span class="ansi-bold" style="color: rgb(0,135,0)">return</span> [aidge_core<span style="color: rgb(98,98,98)">.</span>Tensor(data<span style="color: rgb(98,98,98)">.</span>numpy()),
-<span class="ansi-green-intense-fg ansi-bold">     20</span>             one_hot_encoding(label, <span style="color: rgb(98,98,98)">10</span>)]
-
-File <span class="ansi-green-fg">/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/torchvision/datasets/cifar.py:118</span>, in <span class="ansi-cyan-fg">CIFAR10.__getitem__</span><span class="ansi-blue-fg">(self, index)</span>
-<span class="ansi-green-intense-fg ansi-bold">    115</span> img <span style="color: rgb(98,98,98)">=</span> Image<span style="color: rgb(98,98,98)">.</span>fromarray(img)
-<span class="ansi-green-intense-fg ansi-bold">    117</span> <span class="ansi-bold" style="color: rgb(0,135,0)">if</span> <span style="color: rgb(0,135,0)">self</span><span style="color: rgb(98,98,98)">.</span>transform <span class="ansi-bold" style="color: rgb(175,0,255)">is</span> <span class="ansi-bold" style="color: rgb(175,0,255)">not</span> <span class="ansi-bold" style="color: rgb(0,135,0)">None</span>:
-<span class="ansi-green-fg">--&gt; 118</span>     img <span style="color: rgb(98,98,98)">=</span> <span class="ansi-yellow-bg" style="color: rgb(0,135,0)">self</span><span class="ansi-yellow-bg" style="color: rgb(98,98,98)">.</span><span class="ansi-yellow-bg">transform</span><span class="ansi-yellow-bg">(</span><span class="ansi-yellow-bg">img</span><span class="ansi-yellow-bg">)</span>
-<span class="ansi-green-intense-fg ansi-bold">    120</span> <span class="ansi-bold" style="color: rgb(0,135,0)">if</span> <span style="color: rgb(0,135,0)">self</span><span style="color: rgb(98,98,98)">.</span>target_transform <span class="ansi-bold" style="color: rgb(175,0,255)">is</span> <span class="ansi-bold" style="color: rgb(175,0,255)">not</span> <span class="ansi-bold" style="color: rgb(0,135,0)">None</span>:
-<span class="ansi-green-intense-fg ansi-bold">    121</span>     target <span style="color: rgb(98,98,98)">=</span> <span style="color: rgb(0,135,0)">self</span><span style="color: rgb(98,98,98)">.</span>target_transform(target)
-
-File <span class="ansi-green-fg">/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/torchvision/transforms/transforms.py:95</span>, in <span class="ansi-cyan-fg">Compose.__call__</span><span class="ansi-blue-fg">(self, img)</span>
-<span class="ansi-green-intense-fg ansi-bold">     93</span> <span class="ansi-bold" style="color: rgb(0,135,0)">def</span> <span style="color: rgb(0,0,255)">__call__</span>(<span style="color: rgb(0,135,0)">self</span>, img):
-<span class="ansi-green-intense-fg ansi-bold">     94</span>     <span class="ansi-bold" style="color: rgb(0,135,0)">for</span> t <span class="ansi-bold" style="color: rgb(175,0,255)">in</span> <span style="color: rgb(0,135,0)">self</span><span style="color: rgb(98,98,98)">.</span>transforms:
-<span class="ansi-green-fg">---&gt; 95</span>         img <span style="color: rgb(98,98,98)">=</span> <span class="ansi-yellow-bg">t</span><span class="ansi-yellow-bg">(</span><span class="ansi-yellow-bg">img</span><span class="ansi-yellow-bg">)</span>
-<span class="ansi-green-intense-fg ansi-bold">     96</span>     <span class="ansi-bold" style="color: rgb(0,135,0)">return</span> img
-
-File <span class="ansi-green-fg">/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/torchvision/transforms/transforms.py:135</span>, in <span class="ansi-cyan-fg">ToTensor.__call__</span><span class="ansi-blue-fg">(self, pic)</span>
-<span class="ansi-green-intense-fg ansi-bold">    127</span> <span class="ansi-bold" style="color: rgb(0,135,0)">def</span> <span style="color: rgb(0,0,255)">__call__</span>(<span style="color: rgb(0,135,0)">self</span>, pic):
-<span class="ansi-green-intense-fg ansi-bold">    128</span> <span style="color: rgb(188,188,188)">    </span><span style="color: rgb(175,0,0)">&#34;&#34;&#34;</span>
-<span class="ansi-green-intense-fg ansi-bold">    129</span> <span style="color: rgb(175,0,0)">    Args:</span>
-<span class="ansi-green-intense-fg ansi-bold">    130</span> <span style="color: rgb(175,0,0)">        pic (PIL Image or numpy.ndarray): Image to be converted to tensor.</span>
-<span class="ansi-green-fg">   (...)</span>
-<span class="ansi-green-intense-fg ansi-bold">    133</span> <span style="color: rgb(175,0,0)">        Tensor: Converted image.</span>
-<span class="ansi-green-intense-fg ansi-bold">    134</span> <span style="color: rgb(175,0,0)">    &#34;&#34;&#34;</span>
-<span class="ansi-green-fg">--&gt; 135</span>     <span class="ansi-bold" style="color: rgb(0,135,0)">return</span> <span class="ansi-yellow-bg">F</span><span class="ansi-yellow-bg" style="color: rgb(98,98,98)">.</span><span class="ansi-yellow-bg">to_tensor</span><span class="ansi-yellow-bg">(</span><span class="ansi-yellow-bg">pic</span><span class="ansi-yellow-bg">)</span>
-
-File <span class="ansi-green-fg">/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/torchvision/transforms/functional.py:163</span>, in <span class="ansi-cyan-fg">to_tensor</span><span class="ansi-blue-fg">(pic)</span>
-<span class="ansi-green-intense-fg ansi-bold">    161</span> <span style="color: rgb(95,135,135)"># handle PIL Image</span>
-<span class="ansi-green-intense-fg ansi-bold">    162</span> mode_to_nptype <span style="color: rgb(98,98,98)">=</span> {<span style="color: rgb(175,0,0)">&#34;</span><span style="color: rgb(175,0,0)">I</span><span style="color: rgb(175,0,0)">&#34;</span>: np<span style="color: rgb(98,98,98)">.</span>int32, <span style="color: rgb(175,0,0)">&#34;</span><span style="color: rgb(175,0,0)">I;16</span><span style="color: rgb(175,0,0)">&#34;</span>: np<span style="color: rgb(98,98,98)">.</span>int16, <span style="color: rgb(175,0,0)">&#34;</span><span style="color: rgb(175,0,0)">F</span><span style="color: rgb(175,0,0)">&#34;</span>: np<span style="color: rgb(98,98,98)">.</span>float32}
-<span class="ansi-green-fg">--&gt; 163</span> img <span style="color: rgb(98,98,98)">=</span> <span class="ansi-yellow-bg">torch</span><span class="ansi-yellow-bg" style="color: rgb(98,98,98)">.</span><span class="ansi-yellow-bg">from_numpy</span><span class="ansi-yellow-bg">(</span><span class="ansi-yellow-bg">np</span><span class="ansi-yellow-bg" style="color: rgb(98,98,98)">.</span><span class="ansi-yellow-bg">array</span><span class="ansi-yellow-bg">(</span><span class="ansi-yellow-bg">pic</span><span class="ansi-yellow-bg">,</span><span class="ansi-yellow-bg"> </span><span class="ansi-yellow-bg">mode_to_nptype</span><span class="ansi-yellow-bg" style="color: rgb(98,98,98)">.</span><span class="ansi-yellow-bg">get</span><span class="ansi-yellow-bg">(</span><span class="ansi-yellow-bg">pic</span><span class="ansi-yellow-bg" style="color: rgb(98,98,98)">.</span><span class="ansi-yellow-bg">mode</span><span class="ansi-yellow-bg">,</span><span class="ansi-yellow-bg"> </span><span class="ansi-yellow-bg">np</span><span class="ansi-yellow-bg" style="color: rgb(98,98,98)">.</span><span class="ansi-yellow-bg">uint8</span><span class="ansi-yellow-bg">)</span><span class="ansi-yellow-bg">,</span><span class="ansi-yellow-bg"> </span><span class="ansi-yellow-bg">copy</span><span class="ansi-yellow-bg" style="color: rgb(98,98,98)">=</span><span class="ansi-yellow-bg ansi-bold" style="color: rgb(0,135,0)">True</span><span class="ansi-yellow-bg">)</span><span class="ansi-yellow-bg">)</span>
-<span class="ansi-green-intense-fg ansi-bold">    165</span> <span class="ansi-bold" style="color: rgb(0,135,0)">if</span> pic<span style="color: rgb(98,98,98)">.</span>mode <span style="color: rgb(98,98,98)">==</span> <span style="color: rgb(175,0,0)">&#34;</span><span style="color: rgb(175,0,0)">1</span><span style="color: rgb(175,0,0)">&#34;</span>:
-<span class="ansi-green-intense-fg ansi-bold">    166</span>     img <span style="color: rgb(98,98,98)">=</span> <span style="color: rgb(98,98,98)">255</span> <span style="color: rgb(98,98,98)">*</span> img
-
-<span class="ansi-red-fg">RuntimeError</span>: Numpy is not available
+Extracting ./data/cifar-10-python.tar.gz to ./data
 </pre></div></div>
 </div>
 </section>
@@ -831,16 +714,12 @@ File <span class="ansi-green-fg">/builds/eclipse/aidge/aidge/venv/lib/python3.10
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-<span class="ansi-red-fg">---------------------------------------------------------------------------</span>
-<span class="ansi-red-fg">NameError</span>                                 Traceback (most recent call last)
-Cell <span class="ansi-green-fg">In[9], line 2</span>
-<span class="ansi-green-intense-fg ansi-bold">      1</span> tot_acc <span style="color: rgb(98,98,98)">=</span> <span style="color: rgb(98,98,98)">0</span>
-<span class="ansi-green-fg">----&gt; 2</span> <span class="ansi-bold" style="color: rgb(0,135,0)">for</span> i, (<span style="color: rgb(0,135,0)">input</span>, label) <span class="ansi-bold" style="color: rgb(175,0,255)">in</span> <span style="color: rgb(0,135,0)">enumerate</span>(<span class="ansi-yellow-bg">aidge_dataprovider</span>):
-<span class="ansi-green-intense-fg ansi-bold">      3</span>     <span style="color: rgb(95,135,135)"># input.init_grad()</span>
-<span class="ansi-green-intense-fg ansi-bold">      4</span>     scheduler<span style="color: rgb(98,98,98)">.</span>forward(data<span style="color: rgb(98,98,98)">=</span>[<span style="color: rgb(0,135,0)">input</span>])
-<span class="ansi-green-intense-fg ansi-bold">      5</span>     <span style="color: rgb(95,135,135)"># Really long line should be a faster way ...</span>
-
-<span class="ansi-red-fg">NameError</span>: name &#39;aidge_dataprovider&#39; is not defined
+Nb samples 64, loss: 0.9453436732292175, acc:9.375%, tot_acc:9.375%
+Nb samples 128, loss: 0.749517560005188, acc:9.375%, tot_acc:9.375%
+Nb samples 192, loss: 0.4656025469303131, acc:7.8125%, tot_acc:8.854166666666668%
+Nb samples 256, loss: 0.25375890731811523, acc:10.9375%, tot_acc:9.375%
+Nb samples 320, loss: 0.1999601274728775, acc:7.8125%, tot_acc:9.0625%
+Nb samples 384, loss: 0.16076548397541046, acc:15.625%, tot_acc:10.15625%
 </pre></div></div>
 </div>
 </section>
diff --git a/source/Tutorial/learning.ipynb b/source/Tutorial/learning.ipynb
index d707dae999d78ead68a816b4565c05c9a4bfc38c..31548f88866854682c8f8b0bda267fdb4f8e0872 100644
--- a/source/Tutorial/learning.ipynb
+++ b/source/Tutorial/learning.ipynb
@@ -21,10 +21,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:19.093007Z",
-     "iopub.status.busy": "2024-08-27T07:45:19.091645Z",
-     "iopub.status.idle": "2024-08-27T07:45:36.435925Z",
-     "shell.execute_reply": "2024-08-27T07:45:36.434152Z"
+     "iopub.execute_input": "2024-08-27T14:08:41.760178Z",
+     "iopub.status.busy": "2024-08-27T14:08:41.759371Z",
+     "iopub.status.idle": "2024-08-27T14:09:05.250066Z",
+     "shell.execute_reply": "2024-08-27T14:09:05.249226Z"
     }
    },
    "outputs": [
@@ -49,7 +49,8 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.7/16.8 MB\u001b[0m \u001b[31m22.1 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.7/16.8 MB\u001b[0m \u001b[31m111.6 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m8.8/16.8 MB\u001b[0m \u001b[31m122.4 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -57,7 +58,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.6/16.8 MB\u001b[0m \u001b[31m21.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━\u001b[0m \u001b[32m12.9/16.8 MB\u001b[0m \u001b[31m121.1 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -65,8 +66,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.6/16.8 MB\u001b[0m \u001b[31m24.0 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.7/16.8 MB\u001b[0m \u001b[31m25.1 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m16.8/16.8 MB\u001b[0m \u001b[31m129.2 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -74,24 +74,27 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m4.8/16.8 MB\u001b[0m \u001b[31m27.7 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m16.8/16.8 MB\u001b[0m \u001b[31m129.2 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m16.8/16.8 MB\u001b[0m \u001b[31m77.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\r\n",
+      "\u001b[?25h"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m6.2/16.8 MB\u001b[0m \u001b[31m28.7 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "Requirement already satisfied: typing-extensions in /builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages (from torchvision==0.14.1+cpu) (4.12.2)\r\n",
+      "Requirement already satisfied: numpy in /builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages (from torchvision==0.14.1+cpu) (2.1.0)\r\n",
+      "Requirement already satisfied: requests in /builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages (from torchvision==0.14.1+cpu) (2.32.3)\r\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.7/16.8 MB\u001b[0m \u001b[31m29.5 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m9.3/16.8 MB\u001b[0m \u001b[31m30.9 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "Collecting torch==1.13.1 (from torchvision==0.14.1+cpu)\r\n",
+      "  Downloading https://download.pytorch.org/whl/cpu/torch-1.13.1%2Bcpu-cp310-cp310-linux_x86_64.whl (199.1 MB)\r\n",
+      "\u001b[?25l     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/199.1 MB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m"
      ]
     },
     {
@@ -99,7 +102,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━\u001b[0m \u001b[32m11.1/16.8 MB\u001b[0m \u001b[31m33.9 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.2/199.1 MB\u001b[0m \u001b[31m74.1 MB/s\u001b[0m eta \u001b[36m0:00:03\u001b[0m"
      ]
     },
     {
@@ -107,7 +110,8 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━\u001b[0m \u001b[32m13.1/16.8 MB\u001b[0m \u001b[31m38.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "\u001b[2K     \u001b[91m━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m5.7/199.1 MB\u001b[0m \u001b[31m90.6 MB/s\u001b[0m eta \u001b[36m0:00:03\u001b[0m\r",
+      "\u001b[2K     \u001b[91m━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m8.3/199.1 MB\u001b[0m \u001b[31m86.6 MB/s\u001b[0m eta \u001b[36m0:00:03\u001b[0m"
      ]
     },
     {
@@ -115,8 +119,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━\u001b[0m \u001b[32m15.3/16.8 MB\u001b[0m \u001b[31m44.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m16.8/16.8 MB\u001b[0m \u001b[31m48.7 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "\u001b[2K     \u001b[91m━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m12.0/199.1 MB\u001b[0m \u001b[31m90.6 MB/s\u001b[0m eta \u001b[36m0:00:03\u001b[0m"
      ]
     },
     {
@@ -124,7 +127,8 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m16.8/16.8 MB\u001b[0m \u001b[31m48.7 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m15.5/199.1 MB\u001b[0m \u001b[31m91.2 MB/s\u001b[0m eta \u001b[36m0:00:03\u001b[0m\r",
+      "\u001b[2K     \u001b[91m━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m19.5/199.1 MB\u001b[0m \u001b[31m105.6 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m"
      ]
     },
     {
@@ -132,27 +136,24 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m16.8/16.8 MB\u001b[0m \u001b[31m48.7 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
-      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m16.8/16.8 MB\u001b[0m \u001b[31m32.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\r\n",
-      "\u001b[?25h"
+      "\u001b[2K     \u001b[91m━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m23.2/199.1 MB\u001b[0m \u001b[31m108.5 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Requirement already satisfied: typing-extensions in /builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages (from torchvision==0.14.1+cpu) (4.12.2)\r\n",
-      "Requirement already satisfied: numpy in /builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages (from torchvision==0.14.1+cpu) (2.1.0)\r\n",
-      "Requirement already satisfied: requests in /builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages (from torchvision==0.14.1+cpu) (2.32.3)\r\n"
+      "\r",
+      "\u001b[2K     \u001b[91m━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m27.1/199.1 MB\u001b[0m \u001b[31m113.2 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Collecting torch==1.13.1 (from torchvision==0.14.1+cpu)\r\n",
-      "  Downloading https://download.pytorch.org/whl/cpu/torch-1.13.1%2Bcpu-cp310-cp310-linux_x86_64.whl (199.1 MB)\r\n",
-      "\u001b[?25l     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/199.1 MB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m"
+      "\r",
+      "\u001b[2K     \u001b[91m━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m31.2/199.1 MB\u001b[0m \u001b[31m104.0 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m\r",
+      "\u001b[2K     \u001b[91m━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m35.3/199.1 MB\u001b[0m \u001b[31m108.3 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m"
      ]
     },
     {
@@ -160,7 +161,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.7/199.1 MB\u001b[0m \u001b[31m80.4 MB/s\u001b[0m eta \u001b[36m0:00:03\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m38.6/199.1 MB\u001b[0m \u001b[31m103.1 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m"
      ]
     },
     {
@@ -168,8 +169,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m6.1/199.1 MB\u001b[0m \u001b[31m85.9 MB/s\u001b[0m eta \u001b[36m0:00:03\u001b[0m\r",
-      "\u001b[2K     \u001b[91m━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m9.9/199.1 MB\u001b[0m \u001b[31m90.1 MB/s\u001b[0m eta \u001b[36m0:00:03\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m42.3/199.1 MB\u001b[0m \u001b[31m106.5 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m"
      ]
     },
     {
@@ -177,7 +177,8 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m12.7/199.1 MB\u001b[0m \u001b[31m88.2 MB/s\u001b[0m eta \u001b[36m0:00:03\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m46.9/199.1 MB\u001b[0m \u001b[31m104.6 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m\r",
+      "\u001b[2K     \u001b[91m━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m51.4/199.1 MB\u001b[0m \u001b[31m116.0 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m"
      ]
     },
     {
@@ -185,7 +186,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m15.3/199.1 MB\u001b[0m \u001b[31m80.8 MB/s\u001b[0m eta \u001b[36m0:00:03\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m56.4/199.1 MB\u001b[0m \u001b[31m120.1 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m"
      ]
     },
     {
@@ -193,8 +194,8 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m17.7/199.1 MB\u001b[0m \u001b[31m73.8 MB/s\u001b[0m eta \u001b[36m0:00:03\u001b[0m\r",
-      "\u001b[2K     \u001b[91m━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m20.2/199.1 MB\u001b[0m \u001b[31m67.7 MB/s\u001b[0m eta \u001b[36m0:00:03\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m60.7/199.1 MB\u001b[0m \u001b[31m115.6 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m\r",
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m65.3/199.1 MB\u001b[0m \u001b[31m119.2 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m"
      ]
     },
     {
@@ -202,7 +203,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m22.8/199.1 MB\u001b[0m \u001b[31m64.1 MB/s\u001b[0m eta \u001b[36m0:00:03\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m69.6/199.1 MB\u001b[0m \u001b[31m117.6 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m"
      ]
     },
     {
@@ -210,7 +211,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m25.3/199.1 MB\u001b[0m \u001b[31m64.1 MB/s\u001b[0m eta \u001b[36m0:00:03\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m74.6/199.1 MB\u001b[0m \u001b[31m119.3 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m"
      ]
     },
     {
@@ -218,8 +219,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m28.0/199.1 MB\u001b[0m \u001b[31m68.9 MB/s\u001b[0m eta \u001b[36m0:00:03\u001b[0m\r",
-      "\u001b[2K     \u001b[91m━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m30.8/199.1 MB\u001b[0m \u001b[31m70.6 MB/s\u001b[0m eta \u001b[36m0:00:03\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m79.5/199.1 MB\u001b[0m \u001b[31m124.6 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -227,7 +227,8 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m33.4/199.1 MB\u001b[0m \u001b[31m71.3 MB/s\u001b[0m eta \u001b[36m0:00:03\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m84.4/199.1 MB\u001b[0m \u001b[31m136.6 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m90.2/199.1 MB\u001b[0m \u001b[31m140.5 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -235,7 +236,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m36.1/199.1 MB\u001b[0m \u001b[31m71.2 MB/s\u001b[0m eta \u001b[36m0:00:03\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m95.7/199.1 MB\u001b[0m \u001b[31m150.9 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -243,8 +244,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m38.6/199.1 MB\u001b[0m \u001b[31m70.8 MB/s\u001b[0m eta \u001b[36m0:00:03\u001b[0m\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m41.3/199.1 MB\u001b[0m \u001b[31m70.0 MB/s\u001b[0m eta \u001b[36m0:00:03\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m101.3/199.1 MB\u001b[0m \u001b[31m154.3 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -252,7 +252,8 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m43.9/199.1 MB\u001b[0m \u001b[31m69.4 MB/s\u001b[0m eta \u001b[36m0:00:03\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m106.9/199.1 MB\u001b[0m \u001b[31m160.2 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m112.9/199.1 MB\u001b[0m \u001b[31m152.3 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -260,7 +261,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m46.6/199.1 MB\u001b[0m \u001b[31m70.2 MB/s\u001b[0m eta \u001b[36m0:00:03\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━\u001b[0m \u001b[32m118.6/199.1 MB\u001b[0m \u001b[31m156.5 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -268,8 +269,8 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m49.3/199.1 MB\u001b[0m \u001b[31m70.8 MB/s\u001b[0m eta \u001b[36m0:00:03\u001b[0m\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m52.1/199.1 MB\u001b[0m \u001b[31m71.7 MB/s\u001b[0m eta \u001b[36m0:00:03\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━\u001b[0m \u001b[32m124.1/199.1 MB\u001b[0m \u001b[31m158.4 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━\u001b[0m \u001b[32m128.5/199.1 MB\u001b[0m \u001b[31m137.2 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -277,7 +278,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m54.7/199.1 MB\u001b[0m \u001b[31m71.5 MB/s\u001b[0m eta \u001b[36m0:00:03\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━\u001b[0m \u001b[32m132.4/199.1 MB\u001b[0m \u001b[31m121.3 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -285,7 +286,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m57.4/199.1 MB\u001b[0m \u001b[31m70.9 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━\u001b[0m \u001b[32m137.1/199.1 MB\u001b[0m \u001b[31m108.7 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -293,8 +294,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m60.0/199.1 MB\u001b[0m \u001b[31m70.7 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m62.8/199.1 MB\u001b[0m \u001b[31m71.0 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━\u001b[0m \u001b[32m141.5/199.1 MB\u001b[0m \u001b[31m110.3 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -302,7 +302,8 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m65.5/199.1 MB\u001b[0m \u001b[31m71.4 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━\u001b[0m \u001b[32m146.4/199.1 MB\u001b[0m \u001b[31m122.9 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━\u001b[0m \u001b[32m151.7/199.1 MB\u001b[0m \u001b[31m127.5 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -310,7 +311,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m68.1/199.1 MB\u001b[0m \u001b[31m71.3 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━\u001b[0m \u001b[32m156.9/199.1 MB\u001b[0m \u001b[31m130.7 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -318,8 +319,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m70.6/199.1 MB\u001b[0m \u001b[31m70.0 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m73.1/199.1 MB\u001b[0m \u001b[31m68.7 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━\u001b[0m \u001b[32m161.3/199.1 MB\u001b[0m \u001b[31m123.3 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -327,7 +327,8 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m75.4/199.1 MB\u001b[0m \u001b[31m64.9 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━\u001b[0m \u001b[32m166.1/199.1 MB\u001b[0m \u001b[31m126.7 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━\u001b[0m \u001b[32m171.3/199.1 MB\u001b[0m \u001b[31m138.7 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -335,7 +336,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m77.5/199.1 MB\u001b[0m \u001b[31m62.1 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━\u001b[0m \u001b[32m177.0/199.1 MB\u001b[0m \u001b[31m155.1 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -343,8 +344,8 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m80.5/199.1 MB\u001b[0m \u001b[31m64.4 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m83.9/199.1 MB\u001b[0m \u001b[31m72.6 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━\u001b[0m \u001b[32m182.6/199.1 MB\u001b[0m \u001b[31m161.3 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━\u001b[0m \u001b[32m187.4/199.1 MB\u001b[0m \u001b[31m149.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -352,7 +353,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m87.0/199.1 MB\u001b[0m \u001b[31m81.2 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━\u001b[0m \u001b[32m189.1/199.1 MB\u001b[0m \u001b[31m108.4 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -360,7 +361,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m90.0/199.1 MB\u001b[0m \u001b[31m83.6 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━\u001b[0m \u001b[32m191.2/199.1 MB\u001b[0m \u001b[31m87.2 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -368,8 +369,8 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m93.0/199.1 MB\u001b[0m \u001b[31m81.1 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m96.2/199.1 MB\u001b[0m \u001b[31m81.4 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━\u001b[0m \u001b[32m193.2/199.1 MB\u001b[0m \u001b[31m73.4 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m \u001b[32m195.1/199.1 MB\u001b[0m \u001b[31m62.2 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -377,7 +378,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m99.6/199.1 MB\u001b[0m \u001b[31m84.0 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m196.9/199.1 MB\u001b[0m \u001b[31m53.7 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -385,7 +386,8 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m103.0/199.1 MB\u001b[0m \u001b[31m86.4 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m198.8/199.1 MB\u001b[0m \u001b[31m54.2 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -393,8 +395,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m106.1/199.1 MB\u001b[0m \u001b[31m86.0 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m109.2/199.1 MB\u001b[0m \u001b[31m83.6 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -402,7 +403,8 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m112.4/199.1 MB\u001b[0m \u001b[31m83.5 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -410,7 +412,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━\u001b[0m \u001b[32m115.6/199.1 MB\u001b[0m \u001b[31m83.3 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -418,7 +420,8 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━\u001b[0m \u001b[32m119.1/199.1 MB\u001b[0m \u001b[31m86.1 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -426,8 +429,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━\u001b[0m \u001b[32m122.5/199.1 MB\u001b[0m \u001b[31m87.2 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━\u001b[0m \u001b[32m125.7/199.1 MB\u001b[0m \u001b[31m87.6 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -435,7 +437,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━\u001b[0m \u001b[32m128.8/199.1 MB\u001b[0m \u001b[31m84.7 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -443,7 +445,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━\u001b[0m \u001b[32m131.9/199.1 MB\u001b[0m \u001b[31m83.0 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -451,8 +453,8 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━\u001b[0m \u001b[32m135.1/199.1 MB\u001b[0m \u001b[31m82.5 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━\u001b[0m \u001b[32m137.0/199.1 MB\u001b[0m \u001b[31m73.3 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -460,7 +462,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━\u001b[0m \u001b[32m139.4/199.1 MB\u001b[0m \u001b[31m69.6 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -468,7 +470,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━\u001b[0m \u001b[32m141.9/199.1 MB\u001b[0m \u001b[31m64.7 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -476,8 +478,8 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━\u001b[0m \u001b[32m144.5/199.1 MB\u001b[0m \u001b[31m62.4 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━\u001b[0m \u001b[32m147.5/199.1 MB\u001b[0m \u001b[31m70.5 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -485,7 +487,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━\u001b[0m \u001b[32m149.9/199.1 MB\u001b[0m \u001b[31m70.1 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -493,7 +495,8 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━\u001b[0m \u001b[32m152.0/199.1 MB\u001b[0m \u001b[31m64.6 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -501,8 +504,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━\u001b[0m \u001b[32m154.9/199.1 MB\u001b[0m \u001b[31m69.6 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━\u001b[0m \u001b[32m158.2/199.1 MB\u001b[0m \u001b[31m70.6 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -510,7 +512,8 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━\u001b[0m \u001b[32m161.4/199.1 MB\u001b[0m \u001b[31m79.9 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -518,8 +521,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━\u001b[0m \u001b[32m164.6/199.1 MB\u001b[0m \u001b[31m84.6 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━\u001b[0m \u001b[32m167.8/199.1 MB\u001b[0m \u001b[31m84.0 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -527,7 +529,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━\u001b[0m \u001b[32m170.4/199.1 MB\u001b[0m \u001b[31m80.4 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -535,7 +537,8 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━\u001b[0m \u001b[32m173.2/199.1 MB\u001b[0m \u001b[31m77.6 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -543,8 +546,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━\u001b[0m \u001b[32m175.5/199.1 MB\u001b[0m \u001b[31m72.4 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━\u001b[0m \u001b[32m178.3/199.1 MB\u001b[0m \u001b[31m69.9 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -552,7 +554,8 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━\u001b[0m \u001b[32m181.0/199.1 MB\u001b[0m \u001b[31m70.3 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -560,7 +563,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━\u001b[0m \u001b[32m183.6/199.1 MB\u001b[0m \u001b[31m69.6 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -568,8 +571,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━\u001b[0m \u001b[32m186.0/199.1 MB\u001b[0m \u001b[31m70.0 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━\u001b[0m \u001b[32m188.2/199.1 MB\u001b[0m \u001b[31m63.7 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -577,7 +579,8 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━\u001b[0m \u001b[32m190.4/199.1 MB\u001b[0m \u001b[31m61.7 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -585,7 +588,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━\u001b[0m \u001b[32m192.7/199.1 MB\u001b[0m \u001b[31m60.7 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -593,8 +596,8 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m \u001b[32m195.0/199.1 MB\u001b[0m \u001b[31m59.1 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m198.1/199.1 MB\u001b[0m \u001b[31m64.0 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -602,7 +605,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m65.3 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -610,7 +613,8 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m65.3 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -618,8 +622,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m65.3 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m65.3 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
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@@ -627,7 +630,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m65.3 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -635,41 +638,54 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m65.3 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m5.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\r\n",
+      "\u001b[?25h"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m65.3 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m65.3 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in /builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages (from torchvision==0.14.1+cpu) (10.4.0)\r\n",
+      "Requirement already satisfied: charset-normalizer<4,>=2 in /builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages (from requests->torchvision==0.14.1+cpu) (3.3.2)\r\n",
+      "Requirement already satisfied: idna<4,>=2.5 in /builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages (from requests->torchvision==0.14.1+cpu) (3.8)\r\n",
+      "Requirement already satisfied: urllib3<3,>=1.21.1 in /builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages (from requests->torchvision==0.14.1+cpu) (2.2.2)\r\n",
+      "Requirement already satisfied: certifi>=2017.4.17 in /builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages (from requests->torchvision==0.14.1+cpu) (2024.7.4)\r\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m65.3 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "Installing collected packages: torch, torchvision\r\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m65.3 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "Successfully installed torch-1.13.1+cpu torchvision-0.14.1+cpu\r\n",
+      "\r\n",
+      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m24.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.2\u001b[0m\r\n",
+      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\r\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m65.3 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m65.3 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "Collecting numpy==1.24.1\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "  Downloading numpy-1.24.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (5.6 kB)\r\n",
+      "Downloading numpy-1.24.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (17.3 MB)\r\n",
+      "\u001b[?25l   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/17.3 MB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m"
      ]
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      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m65.3 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "\u001b[2K   \u001b[91m━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.5/17.3 MB\u001b[0m \u001b[31m46.9 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
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@@ -685,7 +701,8 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m65.3 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "\u001b[2K   \u001b[91m━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m5.3/17.3 MB\u001b[0m \u001b[31m73.6 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
+      "\u001b[2K   \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m10.1/17.3 MB\u001b[0m \u001b[31m94.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
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      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m65.3 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m65.3 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "\u001b[2K   \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━\u001b[0m \u001b[32m15.5/17.3 MB\u001b[0m \u001b[31m149.0 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
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@@ -702,7 +718,8 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m65.3 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
+      "\u001b[2K   \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m17.3/17.3 MB\u001b[0m \u001b[31m146.1 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
+      "\u001b[2K   \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m17.3/17.3 MB\u001b[0m \u001b[31m146.1 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
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@@ -710,8 +727,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m65.3 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
-      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m199.1/199.1 MB\u001b[0m \u001b[31m11.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\r\n",
+      "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m17.3/17.3 MB\u001b[0m \u001b[31m76.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\r\n",
       "\u001b[?25h"
      ]
     },
@@ -719,25 +735,24 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in /builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages (from torchvision==0.14.1+cpu) (10.4.0)\r\n",
-      "Requirement already satisfied: charset-normalizer<4,>=2 in /builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages (from requests->torchvision==0.14.1+cpu) (3.3.2)\r\n",
-      "Requirement already satisfied: idna<4,>=2.5 in /builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages (from requests->torchvision==0.14.1+cpu) (3.8)\r\n",
-      "Requirement already satisfied: urllib3<3,>=1.21.1 in /builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages (from requests->torchvision==0.14.1+cpu) (2.2.2)\r\n",
-      "Requirement already satisfied: certifi>=2017.4.17 in /builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages (from requests->torchvision==0.14.1+cpu) (2024.7.4)\r\n"
+      "Installing collected packages: numpy\r\n",
+      "  Attempting uninstall: numpy\r\n",
+      "    Found existing installation: numpy 2.1.0\r\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Installing collected packages: torch, torchvision\r\n"
+      "    Uninstalling numpy-2.1.0:\r\n",
+      "      Successfully uninstalled numpy-2.1.0\r\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Successfully installed torch-1.13.1+cpu torchvision-0.14.1+cpu\r\n",
+      "Successfully installed numpy-1.24.1\r\n",
       "\r\n",
       "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m24.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.2\u001b[0m\r\n",
       "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\r\n"
@@ -745,7 +760,8 @@
     }
    ],
    "source": [
-    "!pip install torchvision==0.14.1+cpu --extra-index-url https://download.pytorch.org/whl/cpu"
+    "!pip install torchvision==0.14.1+cpu --extra-index-url https://download.pytorch.org/whl/cpu\n",
+    "!pip install numpy==1.24.1"
    ]
   },
   {
@@ -753,90 +769,13 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:36.445327Z",
-     "iopub.status.busy": "2024-08-27T07:45:36.444032Z",
-     "iopub.status.idle": "2024-08-27T07:45:37.962090Z",
-     "shell.execute_reply": "2024-08-27T07:45:37.961237Z"
+     "iopub.execute_input": "2024-08-27T14:09:05.255550Z",
+     "iopub.status.busy": "2024-08-27T14:09:05.254959Z",
+     "iopub.status.idle": "2024-08-27T14:09:06.805990Z",
+     "shell.execute_reply": "2024-08-27T14:09:06.805042Z"
     }
    },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "A module that was compiled using NumPy 1.x cannot be run in\n",
-      "NumPy 2.1.0 as it may crash. To support both 1.x and 2.x\n",
-      "versions of NumPy, modules must be compiled with NumPy 2.0.\n",
-      "Some module may need to rebuild instead e.g. with 'pybind11>=2.12'.\n",
-      "\n",
-      "If you are a user of the module, the easiest solution will be to\n",
-      "downgrade to 'numpy<2' or try to upgrade the affected module.\n",
-      "We expect that some modules will need time to support NumPy 2.\n",
-      "\n",
-      "Traceback (most recent call last):  File \"/usr/lib/python3.10/runpy.py\", line 196, in _run_module_as_main\n",
-      "    return _run_code(code, main_globals, None,\n",
-      "  File \"/usr/lib/python3.10/runpy.py\", line 86, in _run_code\n",
-      "    exec(code, run_globals)\n",
-      "  File \"/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/ipykernel_launcher.py\", line 18, in <module>\n",
-      "    app.launch_new_instance()\n",
-      "  File \"/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/traitlets/config/application.py\", line 1075, in launch_instance\n",
-      "    app.start()\n",
-      "  File \"/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/ipykernel/kernelapp.py\", line 739, in start\n",
-      "    self.io_loop.start()\n",
-      "  File \"/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/tornado/platform/asyncio.py\", line 205, in start\n",
-      "    self.asyncio_loop.run_forever()\n",
-      "  File \"/usr/lib/python3.10/asyncio/base_events.py\", line 603, in run_forever\n",
-      "    self._run_once()\n",
-      "  File \"/usr/lib/python3.10/asyncio/base_events.py\", line 1909, in _run_once\n",
-      "    handle._run()\n",
-      "  File \"/usr/lib/python3.10/asyncio/events.py\", line 80, in _run\n",
-      "    self._context.run(self._callback, *self._args)\n",
-      "  File \"/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/ipykernel/kernelbase.py\", line 545, in dispatch_queue\n",
-      "    await self.process_one()\n",
-      "  File \"/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/ipykernel/kernelbase.py\", line 534, in process_one\n",
-      "    await dispatch(*args)\n",
-      "  File \"/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/ipykernel/kernelbase.py\", line 437, in dispatch_shell\n",
-      "    await result\n",
-      "  File \"/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/ipykernel/ipkernel.py\", line 362, in execute_request\n",
-      "    await super().execute_request(stream, ident, parent)\n",
-      "  File \"/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/ipykernel/kernelbase.py\", line 778, in execute_request\n",
-      "    reply_content = await reply_content\n",
-      "  File \"/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/ipykernel/ipkernel.py\", line 449, in do_execute\n",
-      "    res = shell.run_cell(\n",
-      "  File \"/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/ipykernel/zmqshell.py\", line 549, in run_cell\n",
-      "    return super().run_cell(*args, **kwargs)\n",
-      "  File \"/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/IPython/core/interactiveshell.py\", line 3075, in run_cell\n",
-      "    result = self._run_cell(\n",
-      "  File \"/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/IPython/core/interactiveshell.py\", line 3130, in _run_cell\n",
-      "    result = runner(coro)\n",
-      "  File \"/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/IPython/core/async_helpers.py\", line 128, in _pseudo_sync_runner\n",
-      "    coro.send(None)\n",
-      "  File \"/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/IPython/core/interactiveshell.py\", line 3334, in run_cell_async\n",
-      "    has_raised = await self.run_ast_nodes(code_ast.body, cell_name,\n",
-      "  File \"/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/IPython/core/interactiveshell.py\", line 3517, in run_ast_nodes\n",
-      "    if await self.run_code(code, result, async_=asy):\n",
-      "  File \"/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/IPython/core/interactiveshell.py\", line 3577, in run_code\n",
-      "    exec(code_obj, self.user_global_ns, self.user_ns)\n",
-      "  File \"/tmp/ipykernel_5503/3127059917.py\", line 8, in <module>\n",
-      "    import torchvision\n",
-      "  File \"/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/torchvision/__init__.py\", line 5, in <module>\n",
-      "    from torchvision import datasets, io, models, ops, transforms, utils\n",
-      "  File \"/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/torchvision/models/__init__.py\", line 17, in <module>\n",
-      "    from . import detection, optical_flow, quantization, segmentation, video\n",
-      "  File \"/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/torchvision/models/detection/__init__.py\", line 1, in <module>\n",
-      "    from .faster_rcnn import *\n",
-      "  File \"/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/torchvision/models/detection/faster_rcnn.py\", line 16, in <module>\n",
-      "    from .anchor_utils import AnchorGenerator\n",
-      "  File \"/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/torchvision/models/detection/anchor_utils.py\", line 10, in <module>\n",
-      "    class AnchorGenerator(nn.Module):\n",
-      "  File \"/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/torchvision/models/detection/anchor_utils.py\", line 63, in AnchorGenerator\n",
-      "    device: torch.device = torch.device(\"cpu\"),\n",
-      "/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/torchvision/models/detection/anchor_utils.py:63: UserWarning: Failed to initialize NumPy: _ARRAY_API not found (Triggered internally at ../torch/csrc/utils/tensor_numpy.cpp:77.)\n",
-      "  device: torch.device = torch.device(\"cpu\"),\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import aidge_core\n",
     "import aidge_backend_cpu\n",
@@ -863,10 +802,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:37.971090Z",
-     "iopub.status.busy": "2024-08-27T07:45:37.969790Z",
-     "iopub.status.idle": "2024-08-27T07:45:37.982210Z",
-     "shell.execute_reply": "2024-08-27T07:45:37.980441Z"
+     "iopub.execute_input": "2024-08-27T14:09:06.817501Z",
+     "iopub.status.busy": "2024-08-27T14:09:06.816834Z",
+     "iopub.status.idle": "2024-08-27T14:09:06.823340Z",
+     "shell.execute_reply": "2024-08-27T14:09:06.822522Z"
     }
    },
    "outputs": [],
@@ -896,10 +835,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:37.990201Z",
-     "iopub.status.busy": "2024-08-27T07:45:37.989516Z",
-     "iopub.status.idle": "2024-08-27T07:45:38.316165Z",
-     "shell.execute_reply": "2024-08-27T07:45:38.314417Z"
+     "iopub.execute_input": "2024-08-27T14:09:06.826627Z",
+     "iopub.status.busy": "2024-08-27T14:09:06.826212Z",
+     "iopub.status.idle": "2024-08-27T14:09:07.094197Z",
+     "shell.execute_reply": "2024-08-27T14:09:07.092994Z"
     }
    },
    "outputs": [],
@@ -949,10 +888,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:38.323451Z",
-     "iopub.status.busy": "2024-08-27T07:45:38.322977Z",
-     "iopub.status.idle": "2024-08-27T07:45:38.334399Z",
-     "shell.execute_reply": "2024-08-27T07:45:38.332842Z"
+     "iopub.execute_input": "2024-08-27T14:09:07.098370Z",
+     "iopub.status.busy": "2024-08-27T14:09:07.097871Z",
+     "iopub.status.idle": "2024-08-27T14:09:07.109777Z",
+     "shell.execute_reply": "2024-08-27T14:09:07.108923Z"
     }
    },
    "outputs": [],
@@ -997,10 +936,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:38.340850Z",
-     "iopub.status.busy": "2024-08-27T07:45:38.340446Z",
-     "iopub.status.idle": "2024-08-27T07:45:50.992693Z",
-     "shell.execute_reply": "2024-08-27T07:45:50.991499Z"
+     "iopub.execute_input": "2024-08-27T14:09:07.117069Z",
+     "iopub.status.busy": "2024-08-27T14:09:07.116738Z",
+     "iopub.status.idle": "2024-08-27T14:09:18.605332Z",
+     "shell.execute_reply": "2024-08-27T14:09:18.604009Z"
     }
    },
    "outputs": [
@@ -42656,22 +42595,6 @@
      "text": [
       "Extracting ./data/cifar-10-python.tar.gz to ./data\n"
      ]
-    },
-    {
-     "ename": "RuntimeError",
-     "evalue": "Numpy is not available",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mRuntimeError\u001b[0m                              Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[6], line 3\u001b[0m\n\u001b[1;32m      1\u001b[0m aidge_database \u001b[38;5;241m=\u001b[39m aidge_cifar10()\n\u001b[1;32m      2\u001b[0m BATCH_SIZE \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m64\u001b[39m\n\u001b[0;32m----> 3\u001b[0m aidge_dataprovider \u001b[38;5;241m=\u001b[39m \u001b[43maidge_core\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mDataProvider\u001b[49m\u001b[43m(\u001b[49m\u001b[43maidge_database\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m      4\u001b[0m \u001b[43m                                             \u001b[49m\u001b[43mbatch_size\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mBATCH_SIZE\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m      5\u001b[0m \u001b[43m                                             \u001b[49m\u001b[43mshuffle\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m      6\u001b[0m \u001b[43m                                             \u001b[49m\u001b[43mdrop_last\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n",
-      "Cell \u001b[0;32mIn[5], line 18\u001b[0m, in \u001b[0;36maidge_cifar10.get_item\u001b[0;34m(self, idx)\u001b[0m\n\u001b[1;32m     17\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mget_item\u001b[39m(\u001b[38;5;28mself\u001b[39m, idx):\n\u001b[0;32m---> 18\u001b[0m     data, label \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtrainset\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;21;43m__getitem__\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43midx\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     19\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m [aidge_core\u001b[38;5;241m.\u001b[39mTensor(data\u001b[38;5;241m.\u001b[39mnumpy()),\n\u001b[1;32m     20\u001b[0m             one_hot_encoding(label, \u001b[38;5;241m10\u001b[39m)]\n",
-      "File \u001b[0;32m/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/torchvision/datasets/cifar.py:118\u001b[0m, in \u001b[0;36mCIFAR10.__getitem__\u001b[0;34m(self, index)\u001b[0m\n\u001b[1;32m    115\u001b[0m img \u001b[38;5;241m=\u001b[39m Image\u001b[38;5;241m.\u001b[39mfromarray(img)\n\u001b[1;32m    117\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtransform \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m--> 118\u001b[0m     img \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtransform\u001b[49m\u001b[43m(\u001b[49m\u001b[43mimg\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    120\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtarget_transform \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    121\u001b[0m     target \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtarget_transform(target)\n",
-      "File \u001b[0;32m/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/torchvision/transforms/transforms.py:95\u001b[0m, in \u001b[0;36mCompose.__call__\u001b[0;34m(self, img)\u001b[0m\n\u001b[1;32m     93\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__call__\u001b[39m(\u001b[38;5;28mself\u001b[39m, img):\n\u001b[1;32m     94\u001b[0m     \u001b[38;5;28;01mfor\u001b[39;00m t \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtransforms:\n\u001b[0;32m---> 95\u001b[0m         img \u001b[38;5;241m=\u001b[39m \u001b[43mt\u001b[49m\u001b[43m(\u001b[49m\u001b[43mimg\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     96\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m img\n",
-      "File \u001b[0;32m/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/torchvision/transforms/transforms.py:135\u001b[0m, in \u001b[0;36mToTensor.__call__\u001b[0;34m(self, pic)\u001b[0m\n\u001b[1;32m    127\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__call__\u001b[39m(\u001b[38;5;28mself\u001b[39m, pic):\n\u001b[1;32m    128\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    129\u001b[0m \u001b[38;5;124;03m    Args:\u001b[39;00m\n\u001b[1;32m    130\u001b[0m \u001b[38;5;124;03m        pic (PIL Image or numpy.ndarray): Image to be converted to tensor.\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    133\u001b[0m \u001b[38;5;124;03m        Tensor: Converted image.\u001b[39;00m\n\u001b[1;32m    134\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m--> 135\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mF\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mto_tensor\u001b[49m\u001b[43m(\u001b[49m\u001b[43mpic\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m/builds/eclipse/aidge/aidge/venv/lib/python3.10/site-packages/torchvision/transforms/functional.py:163\u001b[0m, in \u001b[0;36mto_tensor\u001b[0;34m(pic)\u001b[0m\n\u001b[1;32m    161\u001b[0m \u001b[38;5;66;03m# handle PIL Image\u001b[39;00m\n\u001b[1;32m    162\u001b[0m mode_to_nptype \u001b[38;5;241m=\u001b[39m {\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mI\u001b[39m\u001b[38;5;124m\"\u001b[39m: np\u001b[38;5;241m.\u001b[39mint32, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mI;16\u001b[39m\u001b[38;5;124m\"\u001b[39m: np\u001b[38;5;241m.\u001b[39mint16, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mF\u001b[39m\u001b[38;5;124m\"\u001b[39m: np\u001b[38;5;241m.\u001b[39mfloat32}\n\u001b[0;32m--> 163\u001b[0m img \u001b[38;5;241m=\u001b[39m \u001b[43mtorch\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfrom_numpy\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43marray\u001b[49m\u001b[43m(\u001b[49m\u001b[43mpic\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmode_to_nptype\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[43mpic\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43muint8\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcopy\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    165\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m pic\u001b[38;5;241m.\u001b[39mmode \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m1\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[1;32m    166\u001b[0m     img \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m255\u001b[39m \u001b[38;5;241m*\u001b[39m img\n",
-      "\u001b[0;31mRuntimeError\u001b[0m: Numpy is not available"
-     ]
     }
    ],
    "source": [
@@ -42700,10 +42623,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:50.999305Z",
-     "iopub.status.busy": "2024-08-27T07:45:50.999045Z",
-     "iopub.status.idle": "2024-08-27T07:45:51.004886Z",
-     "shell.execute_reply": "2024-08-27T07:45:51.003767Z"
+     "iopub.execute_input": "2024-08-27T14:09:18.612995Z",
+     "iopub.status.busy": "2024-08-27T14:09:18.610412Z",
+     "iopub.status.idle": "2024-08-27T14:09:18.617874Z",
+     "shell.execute_reply": "2024-08-27T14:09:18.616914Z"
     }
    },
    "outputs": [],
@@ -42724,10 +42647,10 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:51.011553Z",
-     "iopub.status.busy": "2024-08-27T07:45:51.010516Z",
-     "iopub.status.idle": "2024-08-27T07:45:51.018328Z",
-     "shell.execute_reply": "2024-08-27T07:45:51.017073Z"
+     "iopub.execute_input": "2024-08-27T14:09:18.629268Z",
+     "iopub.status.busy": "2024-08-27T14:09:18.623269Z",
+     "iopub.status.idle": "2024-08-27T14:09:18.635121Z",
+     "shell.execute_reply": "2024-08-27T14:09:18.634202Z"
     }
    },
    "outputs": [],
@@ -42751,22 +42674,53 @@
    "execution_count": 9,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:51.025225Z",
-     "iopub.status.busy": "2024-08-27T07:45:51.024217Z",
-     "iopub.status.idle": "2024-08-27T07:45:51.081645Z",
-     "shell.execute_reply": "2024-08-27T07:45:51.080885Z"
+     "iopub.execute_input": "2024-08-27T14:09:18.641279Z",
+     "iopub.status.busy": "2024-08-27T14:09:18.639612Z",
+     "iopub.status.idle": "2024-08-27T14:09:44.572816Z",
+     "shell.execute_reply": "2024-08-27T14:09:44.570542Z"
     }
    },
    "outputs": [
     {
-     "ename": "NameError",
-     "evalue": "name 'aidge_dataprovider' is not defined",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[9], line 2\u001b[0m\n\u001b[1;32m      1\u001b[0m tot_acc \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m\n\u001b[0;32m----> 2\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i, (\u001b[38;5;28minput\u001b[39m, label) \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m(\u001b[43maidge_dataprovider\u001b[49m):\n\u001b[1;32m      3\u001b[0m     \u001b[38;5;66;03m# input.init_grad()\u001b[39;00m\n\u001b[1;32m      4\u001b[0m     scheduler\u001b[38;5;241m.\u001b[39mforward(data\u001b[38;5;241m=\u001b[39m[\u001b[38;5;28minput\u001b[39m])\n\u001b[1;32m      5\u001b[0m     \u001b[38;5;66;03m# Really long line should be a faster way ...\u001b[39;00m\n",
-      "\u001b[0;31mNameError\u001b[0m: name 'aidge_dataprovider' is not defined"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Nb samples 64, loss: 0.9453436732292175, acc:9.375%, tot_acc:9.375%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Nb samples 128, loss: 0.749517560005188, acc:9.375%, tot_acc:9.375%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Nb samples 192, loss: 0.4656025469303131, acc:7.8125%, tot_acc:8.854166666666668%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Nb samples 256, loss: 0.25375890731811523, acc:10.9375%, tot_acc:9.375%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Nb samples 320, loss: 0.1999601274728775, acc:7.8125%, tot_acc:9.0625%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Nb samples 384, loss: 0.16076548397541046, acc:15.625%, tot_acc:10.15625%\n"
      ]
     }
    ],
diff --git a/source/Tutorial/load_and_run.html b/source/Tutorial/load_and_run.html
index 503a005fc4828d5a1271e5a6983a80a4a63d44d5..db5af4973273f9024ec89f6688495b9c63306b83 100644
--- a/source/Tutorial/load_and_run.html
+++ b/source/Tutorial/load_and_run.html
@@ -637,7 +637,7 @@ Available backends:
 <div class="prompt empty docutils container">
 </div>
 <div class="output_area rendered_html docutils container">
-<img src="https://mermaid.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"/></div>
+<img src="https://mermaid.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"/></div>
 </div>
 </section>
 <section id="Graph-transformation">
@@ -746,7 +746,7 @@ True
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 <div class="output_area rendered_html docutils container">
-<img src="https://mermaid.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"/></div>
+<img src="https://mermaid.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"/></div>
 </div>
 <p>All of these steps are embedded inside <code class="docutils literal notranslate"><span class="pre">recipes</span></code> functions. These recipes are available in <code class="docutils literal notranslate"><span class="pre">aidge_core</span></code>, some recipes are: - <em>fuse_batchnorm</em>: Fuse BatchNorm inside Conv or FC operator; - <em>fuse_mul_add</em>: Fuse MatMul and Add operator into a FC operator; - <em>remove_flatten</em>: Remove Flatten if it is before an FC operator.</p>
 <p>Let’s do it again with the <em>remove_flatten</em> recipie :</p>
@@ -789,7 +789,7 @@ True
 <div class="prompt empty docutils container">
 </div>
 <div class="output_area rendered_html docutils container">
-<img src="https://mermaid.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"/></div>
+<img src="https://mermaid.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"/></div>
 </div>
 </section>
 <section id="Inference">
@@ -815,7 +815,7 @@ True
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-&lt;matplotlib.image.AxesImage at 0x7fad03f1d4b0&gt;
+&lt;matplotlib.image.AxesImage at 0x7fa0b851f790&gt;
 </pre></div></div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -931,7 +931,7 @@ Aidge prediction =  7
 <div class="prompt empty docutils container">
 </div>
 <div class="output_area rendered_html docutils container">
-<img src="https://mermaid.ink/img/Z2FudHQKZGF0ZUZvcm1hdCB4CmF4aXNGb3JtYXQgJVEgwrVzCgpmYzFfd2VpZ2h0IChQcm9kdWNlciMwKSA6MCwgMwpmYzFfYmlhcyAoUHJvZHVjZXIjMSkgOjksIDkKZmMyX3dlaWdodCAoUHJvZHVjZXIjMikgOjE0LCAxNApmYzJfYmlhcyAoUHJvZHVjZXIjMykgOjE5LCAxOQpmYzNfYmlhcyAoUHJvZHVjZXIjNSkgOjIyLCAyMwpmYzNfd2VpZ2h0IChQcm9kdWNlciM0KSA6MjcsIDI4CmZjMV9HZW1tX291dHB1dF8wIChGQyMwKSA6MzEsIDU3OQpSZWx1IChSZUxVIzApIDo1ODgsIDYxOApmYzJfR2VtbV9vdXRwdXRfMCAoRkMjMSkgOjYyMywgNjY5ClJlbHVfMSAoUmVMVSMxKSA6Njc4LCA2OTAKb3V0cHV0IChGQyMyKSA6Njk0LCA3MTcKCg=="/></div>
+<img src="https://mermaid.ink/img/Z2FudHQKZGF0ZUZvcm1hdCB4CmF4aXNGb3JtYXQgJVEgwrVzCgpmYzFfd2VpZ2h0IChQcm9kdWNlciMwKSA6MCwgMgpmYzFfYmlhcyAoUHJvZHVjZXIjMSkgOjUsIDUKZmMyX3dlaWdodCAoUHJvZHVjZXIjMikgOjYsIDcKZmMyX2JpYXMgKFByb2R1Y2VyIzMpIDo4LCA4CmZjM193ZWlnaHQgKFByb2R1Y2VyIzQpIDoxMCwgMTAKZmMzX2JpYXMgKFByb2R1Y2VyIzUpIDoxMSwgMTIKZmMxX0dlbW1fb3V0cHV0XzAgKEZDIzApIDoxMywgMjM3ClJlbHUgKFJlTFUjMCkgOjI0MCwgMjU4CmZjMl9HZW1tX291dHB1dF8wIChGQyMxKSA6MjU5LCAyNzcKUmVsdV8xIChSZUxVIzEpIDoyODAsIDI4NApvdXRwdXQgKEZDIzIpIDoyODYsIDI5NQoK"/></div>
 </div>
 </section>
 </section>
diff --git a/source/Tutorial/load_and_run.ipynb b/source/Tutorial/load_and_run.ipynb
index 8179cee0402364dd4f96a043c389941d5fe27ee6..be526d689fdb34c70b6c6adb39936cec610047d2 100644
--- a/source/Tutorial/load_and_run.ipynb
+++ b/source/Tutorial/load_and_run.ipynb
@@ -39,10 +39,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:54.951674Z",
-     "iopub.status.busy": "2024-08-27T07:45:54.950231Z",
-     "iopub.status.idle": "2024-08-27T07:45:55.401834Z",
-     "shell.execute_reply": "2024-08-27T07:45:55.399756Z"
+     "iopub.execute_input": "2024-08-27T14:09:48.719607Z",
+     "iopub.status.busy": "2024-08-27T14:09:48.718373Z",
+     "iopub.status.idle": "2024-08-27T14:09:49.146140Z",
+     "shell.execute_reply": "2024-08-27T14:09:49.145280Z"
     }
    },
    "outputs": [
@@ -91,10 +91,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:55.410077Z",
-     "iopub.status.busy": "2024-08-27T07:45:55.409370Z",
-     "iopub.status.idle": "2024-08-27T07:45:56.042176Z",
-     "shell.execute_reply": "2024-08-27T07:45:56.040864Z"
+     "iopub.execute_input": "2024-08-27T14:09:49.151487Z",
+     "iopub.status.busy": "2024-08-27T14:09:49.150889Z",
+     "iopub.status.idle": "2024-08-27T14:09:49.900947Z",
+     "shell.execute_reply": "2024-08-27T14:09:49.899596Z"
     }
    },
    "outputs": [],
@@ -134,10 +134,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:56.049231Z",
-     "iopub.status.busy": "2024-08-27T07:45:56.048770Z",
-     "iopub.status.idle": "2024-08-27T07:45:56.085650Z",
-     "shell.execute_reply": "2024-08-27T07:45:56.084442Z"
+     "iopub.execute_input": "2024-08-27T14:09:49.908422Z",
+     "iopub.status.busy": "2024-08-27T14:09:49.907578Z",
+     "iopub.status.idle": "2024-08-27T14:09:49.947809Z",
+     "shell.execute_reply": "2024-08-27T14:09:49.945425Z"
     }
    },
    "outputs": [
@@ -178,10 +178,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:56.091899Z",
-     "iopub.status.busy": "2024-08-27T07:45:56.091505Z",
-     "iopub.status.idle": "2024-08-27T07:45:56.107148Z",
-     "shell.execute_reply": "2024-08-27T07:45:56.105898Z"
+     "iopub.execute_input": "2024-08-27T14:09:49.954244Z",
+     "iopub.status.busy": "2024-08-27T14:09:49.953668Z",
+     "iopub.status.idle": "2024-08-27T14:09:49.969157Z",
+     "shell.execute_reply": "2024-08-27T14:09:49.968056Z"
     }
    },
    "outputs": [
@@ -212,10 +212,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:56.113462Z",
-     "iopub.status.busy": "2024-08-27T07:45:56.113045Z",
-     "iopub.status.idle": "2024-08-27T07:45:56.175968Z",
-     "shell.execute_reply": "2024-08-27T07:45:56.174550Z"
+     "iopub.execute_input": "2024-08-27T14:09:49.985394Z",
+     "iopub.status.busy": "2024-08-27T14:09:49.984422Z",
+     "iopub.status.idle": "2024-08-27T14:09:50.054945Z",
+     "shell.execute_reply": "2024-08-27T14:09:50.053672Z"
     }
    },
    "outputs": [],
@@ -242,10 +242,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:56.182637Z",
-     "iopub.status.busy": "2024-08-27T07:45:56.182199Z",
-     "iopub.status.idle": "2024-08-27T07:45:56.196251Z",
-     "shell.execute_reply": "2024-08-27T07:45:56.194593Z"
+     "iopub.execute_input": "2024-08-27T14:09:50.062536Z",
+     "iopub.status.busy": "2024-08-27T14:09:50.062003Z",
+     "iopub.status.idle": "2024-08-27T14:09:50.075546Z",
+     "shell.execute_reply": "2024-08-27T14:09:50.073987Z"
     }
    },
    "outputs": [
@@ -288,17 +288,17 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:56.202883Z",
-     "iopub.status.busy": "2024-08-27T07:45:56.202442Z",
-     "iopub.status.idle": "2024-08-27T07:45:56.218412Z",
-     "shell.execute_reply": "2024-08-27T07:45:56.216786Z"
+     "iopub.execute_input": "2024-08-27T14:09:50.089909Z",
+     "iopub.status.busy": "2024-08-27T14:09:50.089247Z",
+     "iopub.status.idle": "2024-08-27T14:09:50.116164Z",
+     "shell.execute_reply": "2024-08-27T14:09:50.113949Z"
     }
    },
    "outputs": [
     {
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@@ -345,10 +345,10 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:56.225237Z",
-     "iopub.status.busy": "2024-08-27T07:45:56.224485Z",
-     "iopub.status.idle": "2024-08-27T07:45:56.247283Z",
-     "shell.execute_reply": "2024-08-27T07:45:56.245704Z"
+     "iopub.execute_input": "2024-08-27T14:09:50.125588Z",
+     "iopub.status.busy": "2024-08-27T14:09:50.124380Z",
+     "iopub.status.idle": "2024-08-27T14:09:50.156312Z",
+     "shell.execute_reply": "2024-08-27T14:09:50.154088Z"
     }
    },
    "outputs": [],
@@ -376,10 +376,10 @@
    "execution_count": 9,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:56.254072Z",
-     "iopub.status.busy": "2024-08-27T07:45:56.253181Z",
-     "iopub.status.idle": "2024-08-27T07:45:56.271010Z",
-     "shell.execute_reply": "2024-08-27T07:45:56.269416Z"
+     "iopub.execute_input": "2024-08-27T14:09:50.182741Z",
+     "iopub.status.busy": "2024-08-27T14:09:50.182121Z",
+     "iopub.status.idle": "2024-08-27T14:09:50.202330Z",
+     "shell.execute_reply": "2024-08-27T14:09:50.200069Z"
     }
    },
    "outputs": [
@@ -412,10 +412,10 @@
    "execution_count": 10,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:56.278505Z",
-     "iopub.status.busy": "2024-08-27T07:45:56.277502Z",
-     "iopub.status.idle": "2024-08-27T07:45:56.289767Z",
-     "shell.execute_reply": "2024-08-27T07:45:56.287923Z"
+     "iopub.execute_input": "2024-08-27T14:09:50.207350Z",
+     "iopub.status.busy": "2024-08-27T14:09:50.206887Z",
+     "iopub.status.idle": "2024-08-27T14:09:50.218796Z",
+     "shell.execute_reply": "2024-08-27T14:09:50.216979Z"
     }
    },
    "outputs": [
@@ -459,10 +459,10 @@
    "execution_count": 11,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:56.297520Z",
-     "iopub.status.busy": "2024-08-27T07:45:56.296875Z",
-     "iopub.status.idle": "2024-08-27T07:45:56.309838Z",
-     "shell.execute_reply": "2024-08-27T07:45:56.308102Z"
+     "iopub.execute_input": "2024-08-27T14:09:50.225375Z",
+     "iopub.status.busy": "2024-08-27T14:09:50.224719Z",
+     "iopub.status.idle": "2024-08-27T14:09:50.242742Z",
+     "shell.execute_reply": "2024-08-27T14:09:50.241367Z"
     }
    },
    "outputs": [
@@ -495,17 +495,17 @@
    "execution_count": 12,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:56.317926Z",
-     "iopub.status.busy": "2024-08-27T07:45:56.316375Z",
-     "iopub.status.idle": "2024-08-27T07:45:56.328877Z",
-     "shell.execute_reply": "2024-08-27T07:45:56.327125Z"
+     "iopub.execute_input": "2024-08-27T14:09:50.249496Z",
+     "iopub.status.busy": "2024-08-27T14:09:50.248913Z",
+     "iopub.status.idle": "2024-08-27T14:09:50.259121Z",
+     "shell.execute_reply": "2024-08-27T14:09:50.257150Z"
     }
    },
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<img src=\"https://mermaid.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\"/>"
+       "<img src=\"https://mermaid.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\"/>"
       ],
       "text/plain": [
        "<IPython.core.display.Image object>"
@@ -538,10 +538,10 @@
    "execution_count": 13,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:56.335966Z",
-     "iopub.status.busy": "2024-08-27T07:45:56.335308Z",
-     "iopub.status.idle": "2024-08-27T07:45:56.370860Z",
-     "shell.execute_reply": "2024-08-27T07:45:56.369694Z"
+     "iopub.execute_input": "2024-08-27T14:09:50.263182Z",
+     "iopub.status.busy": "2024-08-27T14:09:50.262779Z",
+     "iopub.status.idle": "2024-08-27T14:09:50.286009Z",
+     "shell.execute_reply": "2024-08-27T14:09:50.284834Z"
     }
    },
    "outputs": [
@@ -578,17 +578,17 @@
    "execution_count": 14,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:56.377024Z",
-     "iopub.status.busy": "2024-08-27T07:45:56.376631Z",
-     "iopub.status.idle": "2024-08-27T07:45:56.386551Z",
-     "shell.execute_reply": "2024-08-27T07:45:56.385272Z"
+     "iopub.execute_input": "2024-08-27T14:09:50.294332Z",
+     "iopub.status.busy": "2024-08-27T14:09:50.293935Z",
+     "iopub.status.idle": "2024-08-27T14:09:50.306958Z",
+     "shell.execute_reply": "2024-08-27T14:09:50.303936Z"
     }
    },
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<img src=\"https://mermaid.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\"/>"
+       "<img src=\"https://mermaid.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\"/>"
       ],
       "text/plain": [
        "<IPython.core.display.Image object>"
@@ -624,17 +624,17 @@
    "execution_count": 15,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:56.393373Z",
-     "iopub.status.busy": "2024-08-27T07:45:56.392886Z",
-     "iopub.status.idle": "2024-08-27T07:45:56.591769Z",
-     "shell.execute_reply": "2024-08-27T07:45:56.590386Z"
+     "iopub.execute_input": "2024-08-27T14:09:50.317262Z",
+     "iopub.status.busy": "2024-08-27T14:09:50.316538Z",
+     "iopub.status.idle": "2024-08-27T14:09:50.546514Z",
+     "shell.execute_reply": "2024-08-27T14:09:50.545564Z"
     }
    },
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7fad03f1d4b0>"
+       "<matplotlib.image.AxesImage at 0x7fa0b851f790>"
       ]
      },
      "execution_count": 15,
@@ -670,10 +670,10 @@
    "execution_count": 16,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:56.599934Z",
-     "iopub.status.busy": "2024-08-27T07:45:56.599414Z",
-     "iopub.status.idle": "2024-08-27T07:45:56.608921Z",
-     "shell.execute_reply": "2024-08-27T07:45:56.607291Z"
+     "iopub.execute_input": "2024-08-27T14:09:50.550485Z",
+     "iopub.status.busy": "2024-08-27T14:09:50.549883Z",
+     "iopub.status.idle": "2024-08-27T14:09:50.557294Z",
+     "shell.execute_reply": "2024-08-27T14:09:50.556217Z"
     }
    },
    "outputs": [
@@ -704,10 +704,10 @@
    "execution_count": 17,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:56.616149Z",
-     "iopub.status.busy": "2024-08-27T07:45:56.615538Z",
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-     "shell.execute_reply": "2024-08-27T07:45:56.623161Z"
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+     "shell.execute_reply": "2024-08-27T14:09:50.566827Z"
     }
    },
    "outputs": [
@@ -754,10 +754,10 @@
    "execution_count": 18,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:56.632653Z",
-     "iopub.status.busy": "2024-08-27T07:45:56.632002Z",
-     "iopub.status.idle": "2024-08-27T07:45:56.642539Z",
-     "shell.execute_reply": "2024-08-27T07:45:56.640698Z"
+     "iopub.execute_input": "2024-08-27T14:09:50.571684Z",
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+     "shell.execute_reply": "2024-08-27T14:09:50.576367Z"
     }
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    "outputs": [],
@@ -782,10 +782,10 @@
    "execution_count": 19,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:56.649947Z",
-     "iopub.status.busy": "2024-08-27T07:45:56.649304Z",
-     "iopub.status.idle": "2024-08-27T07:45:56.661489Z",
-     "shell.execute_reply": "2024-08-27T07:45:56.659659Z"
+     "iopub.execute_input": "2024-08-27T14:09:50.581030Z",
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     }
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    "outputs": [],
@@ -803,10 +803,10 @@
    "execution_count": 20,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:56.668787Z",
-     "iopub.status.busy": "2024-08-27T07:45:56.668134Z",
-     "iopub.status.idle": "2024-08-27T07:45:56.681118Z",
-     "shell.execute_reply": "2024-08-27T07:45:56.679261Z"
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+     "shell.execute_reply": "2024-08-27T14:09:50.598288Z"
     }
    },
    "outputs": [
@@ -841,17 +841,17 @@
    "execution_count": 21,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:56.688510Z",
-     "iopub.status.busy": "2024-08-27T07:45:56.687783Z",
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-     "shell.execute_reply": "2024-08-27T07:45:56.698395Z"
+     "iopub.execute_input": "2024-08-27T14:09:50.603230Z",
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+     "iopub.status.idle": "2024-08-27T14:09:50.611689Z",
+     "shell.execute_reply": "2024-08-27T14:09:50.610539Z"
     }
    },
    "outputs": [
     {
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+       "<img src=\"https://mermaid.ink/img/Z2FudHQKZGF0ZUZvcm1hdCB4CmF4aXNGb3JtYXQgJVEgwrVzCgpmYzFfd2VpZ2h0IChQcm9kdWNlciMwKSA6MCwgMgpmYzFfYmlhcyAoUHJvZHVjZXIjMSkgOjUsIDUKZmMyX3dlaWdodCAoUHJvZHVjZXIjMikgOjYsIDcKZmMyX2JpYXMgKFByb2R1Y2VyIzMpIDo4LCA4CmZjM193ZWlnaHQgKFByb2R1Y2VyIzQpIDoxMCwgMTAKZmMzX2JpYXMgKFByb2R1Y2VyIzUpIDoxMSwgMTIKZmMxX0dlbW1fb3V0cHV0XzAgKEZDIzApIDoxMywgMjM3ClJlbHUgKFJlTFUjMCkgOjI0MCwgMjU4CmZjMl9HZW1tX291dHB1dF8wIChGQyMxKSA6MjU5LCAyNzcKUmVsdV8xIChSZUxVIzEpIDoyODAsIDI4NApvdXRwdXQgKEZDIzIpIDoyODYsIDI5NQoK\"/>"
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@@ -888,10 +888,10 @@
    "execution_count": 22,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:56.707962Z",
-     "iopub.status.busy": "2024-08-27T07:45:56.707240Z",
-     "iopub.status.idle": "2024-08-27T07:45:56.856071Z",
-     "shell.execute_reply": "2024-08-27T07:45:56.853443Z"
+     "iopub.execute_input": "2024-08-27T14:09:50.615498Z",
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+     "iopub.status.idle": "2024-08-27T14:09:50.768141Z",
+     "shell.execute_reply": "2024-08-27T14:09:50.765228Z"
     }
    },
    "outputs": [
@@ -912,10 +912,10 @@
    "execution_count": 23,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:56.865445Z",
-     "iopub.status.busy": "2024-08-27T07:45:56.864651Z",
-     "iopub.status.idle": "2024-08-27T07:45:57.006071Z",
-     "shell.execute_reply": "2024-08-27T07:45:57.003540Z"
+     "iopub.execute_input": "2024-08-27T14:09:50.779971Z",
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+     "shell.execute_reply": "2024-08-27T14:09:50.935440Z"
     }
    },
    "outputs": [
@@ -945,10 +945,10 @@
    "execution_count": 24,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:57.015197Z",
-     "iopub.status.busy": "2024-08-27T07:45:57.014409Z",
-     "iopub.status.idle": "2024-08-27T07:45:57.222419Z",
-     "shell.execute_reply": "2024-08-27T07:45:57.220988Z"
+     "iopub.execute_input": "2024-08-27T14:09:50.944680Z",
+     "iopub.status.busy": "2024-08-27T14:09:50.944243Z",
+     "iopub.status.idle": "2024-08-27T14:09:51.195732Z",
+     "shell.execute_reply": "2024-08-27T14:09:51.194140Z"
     }
    },
    "outputs": [],
@@ -990,10 +990,10 @@
    "execution_count": 25,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:57.230606Z",
-     "iopub.status.busy": "2024-08-27T07:45:57.230220Z",
-     "iopub.status.idle": "2024-08-27T07:45:57.365428Z",
-     "shell.execute_reply": "2024-08-27T07:45:57.363063Z"
+     "iopub.execute_input": "2024-08-27T14:09:51.213124Z",
+     "iopub.status.busy": "2024-08-27T14:09:51.212498Z",
+     "iopub.status.idle": "2024-08-27T14:09:51.355238Z",
+     "shell.execute_reply": "2024-08-27T14:09:51.352795Z"
     }
    },
    "outputs": [
@@ -1023,10 +1023,10 @@
    "execution_count": 26,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:57.375105Z",
-     "iopub.status.busy": "2024-08-27T07:45:57.373921Z",
-     "iopub.status.idle": "2024-08-27T07:45:57.422619Z",
-     "shell.execute_reply": "2024-08-27T07:45:57.421365Z"
+     "iopub.execute_input": "2024-08-27T14:09:51.365753Z",
+     "iopub.status.busy": "2024-08-27T14:09:51.365095Z",
+     "iopub.status.idle": "2024-08-27T14:09:51.407188Z",
+     "shell.execute_reply": "2024-08-27T14:09:51.405909Z"
     }
    },
    "outputs": [],
@@ -1046,10 +1046,10 @@
    "execution_count": 27,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:57.428901Z",
-     "iopub.status.busy": "2024-08-27T07:45:57.428546Z",
-     "iopub.status.idle": "2024-08-27T07:45:58.457736Z",
-     "shell.execute_reply": "2024-08-27T07:45:58.455317Z"
+     "iopub.execute_input": "2024-08-27T14:09:51.412390Z",
+     "iopub.status.busy": "2024-08-27T14:09:51.412056Z",
+     "iopub.status.idle": "2024-08-27T14:09:52.447509Z",
+     "shell.execute_reply": "2024-08-27T14:09:52.445280Z"
     }
    },
    "outputs": [
@@ -1099,10 +1099,10 @@
    "execution_count": 28,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:45:58.466320Z",
-     "iopub.status.busy": "2024-08-27T07:45:58.465573Z",
-     "iopub.status.idle": "2024-08-27T07:45:58.611675Z",
-     "shell.execute_reply": "2024-08-27T07:45:58.609384Z"
+     "iopub.execute_input": "2024-08-27T14:09:52.455351Z",
+     "iopub.status.busy": "2024-08-27T14:09:52.453782Z",
+     "iopub.status.idle": "2024-08-27T14:09:52.598426Z",
+     "shell.execute_reply": "2024-08-27T14:09:52.596360Z"
     }
    },
    "outputs": [
diff --git a/source/Tutorial/ptq.ipynb b/source/Tutorial/ptq.ipynb
index f4fc681981fa1f6dcf6bdfd2381553be3160cdd2..3803b1821884ae9e8b00531a0584411b16d06987 100644
--- a/source/Tutorial/ptq.ipynb
+++ b/source/Tutorial/ptq.ipynb
@@ -59,10 +59,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:46:02.758183Z",
-     "iopub.status.busy": "2024-08-27T07:46:02.757440Z",
-     "iopub.status.idle": "2024-08-27T07:46:03.416394Z",
-     "shell.execute_reply": "2024-08-27T07:46:03.414250Z"
+     "iopub.execute_input": "2024-08-27T14:09:57.341638Z",
+     "iopub.status.busy": "2024-08-27T14:09:57.340727Z",
+     "iopub.status.idle": "2024-08-27T14:09:57.995916Z",
+     "shell.execute_reply": "2024-08-27T14:09:57.994944Z"
     }
    },
    "outputs": [
@@ -127,10 +127,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:46:03.424894Z",
-     "iopub.status.busy": "2024-08-27T07:46:03.424178Z",
-     "iopub.status.idle": "2024-08-27T07:46:04.130863Z",
-     "shell.execute_reply": "2024-08-27T07:46:04.128857Z"
+     "iopub.execute_input": "2024-08-27T14:09:57.999469Z",
+     "iopub.status.busy": "2024-08-27T14:09:57.999010Z",
+     "iopub.status.idle": "2024-08-27T14:09:58.850308Z",
+     "shell.execute_reply": "2024-08-27T14:09:58.849340Z"
     }
    },
    "outputs": [
@@ -167,10 +167,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:46:04.137451Z",
-     "iopub.status.busy": "2024-08-27T07:46:04.136626Z",
-     "iopub.status.idle": "2024-08-27T07:46:04.144584Z",
-     "shell.execute_reply": "2024-08-27T07:46:04.142563Z"
+     "iopub.execute_input": "2024-08-27T14:09:58.854437Z",
+     "iopub.status.busy": "2024-08-27T14:09:58.853422Z",
+     "iopub.status.idle": "2024-08-27T14:09:58.857818Z",
+     "shell.execute_reply": "2024-08-27T14:09:58.856988Z"
     }
    },
    "outputs": [],
@@ -191,10 +191,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:46:04.152256Z",
-     "iopub.status.busy": "2024-08-27T07:46:04.150618Z",
-     "iopub.status.idle": "2024-08-27T07:46:04.194856Z",
-     "shell.execute_reply": "2024-08-27T07:46:04.193222Z"
+     "iopub.execute_input": "2024-08-27T14:09:58.861380Z",
+     "iopub.status.busy": "2024-08-27T14:09:58.860526Z",
+     "iopub.status.idle": "2024-08-27T14:09:58.895983Z",
+     "shell.execute_reply": "2024-08-27T14:09:58.895049Z"
     }
    },
    "outputs": [],
@@ -208,10 +208,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:46:04.200609Z",
-     "iopub.status.busy": "2024-08-27T07:46:04.200297Z",
-     "iopub.status.idle": "2024-08-27T07:46:04.551174Z",
-     "shell.execute_reply": "2024-08-27T07:46:04.549840Z"
+     "iopub.execute_input": "2024-08-27T14:09:58.900089Z",
+     "iopub.status.busy": "2024-08-27T14:09:58.899426Z",
+     "iopub.status.idle": "2024-08-27T14:09:59.269589Z",
+     "shell.execute_reply": "2024-08-27T14:09:59.268877Z"
     }
    },
    "outputs": [
@@ -246,10 +246,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:46:04.558116Z",
-     "iopub.status.busy": "2024-08-27T07:46:04.557638Z",
-     "iopub.status.idle": "2024-08-27T07:46:04.588897Z",
-     "shell.execute_reply": "2024-08-27T07:46:04.587350Z"
+     "iopub.execute_input": "2024-08-27T14:09:59.281410Z",
+     "iopub.status.busy": "2024-08-27T14:09:59.280874Z",
+     "iopub.status.idle": "2024-08-27T14:09:59.308755Z",
+     "shell.execute_reply": "2024-08-27T14:09:59.308002Z"
     }
    },
    "outputs": [
@@ -292,10 +292,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:46:04.594844Z",
-     "iopub.status.busy": "2024-08-27T07:46:04.594424Z",
-     "iopub.status.idle": "2024-08-27T07:46:04.603236Z",
-     "shell.execute_reply": "2024-08-27T07:46:04.601705Z"
+     "iopub.execute_input": "2024-08-27T14:09:59.317567Z",
+     "iopub.status.busy": "2024-08-27T14:09:59.316828Z",
+     "iopub.status.idle": "2024-08-27T14:09:59.399572Z",
+     "shell.execute_reply": "2024-08-27T14:09:59.398851Z"
     }
    },
    "outputs": [],
@@ -327,10 +327,10 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:46:04.609418Z",
-     "iopub.status.busy": "2024-08-27T07:46:04.609005Z",
-     "iopub.status.idle": "2024-08-27T07:46:05.228307Z",
-     "shell.execute_reply": "2024-08-27T07:46:05.226592Z"
+     "iopub.execute_input": "2024-08-27T14:09:59.405372Z",
+     "iopub.status.busy": "2024-08-27T14:09:59.404896Z",
+     "iopub.status.idle": "2024-08-27T14:09:59.879828Z",
+     "shell.execute_reply": "2024-08-27T14:09:59.878802Z"
     }
    },
    "outputs": [
@@ -340,27 +340,39 @@
      "text": [
       "\n",
       " EXAMPLE INFERENCES :\n",
-      "7  ->  [[-0.02  0.   -0.03  0.03  0.03  0.01 -0.    0.94  0.02 -0.03]]\n",
+      "7  ->  [[-0.02  0.   -0.03  0.03  0.03  0.01 -0.    0.94  0.02 -0.03]]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
       "2  ->  [[ 0.17  0.01  0.8  -0.03  0.01 -0.04  0.06 -0.01 -0.05  0.  ]]\n",
       "1  ->  [[-0.    0.99  0.02  0.02 -0.02 -0.    0.03 -0.01  0.01 -0.04]]\n",
-      "0  ->  [[ 0.97  0.03 -0.02  0.01 -0.01  0.04  0.03  0.02  0.01 -0.07]]\n",
-      "4  ->  [[-0.05 -0.   -0.01 -0.02  1.13 -0.01 -0.01 -0.03  0.04 -0.01]]\n"
+      "0  ->  [[ 0.97  0.03 -0.02  0.01 -0.01  0.04  0.03  0.02  0.01 -0.07]]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "4  ->  [[-0.05 -0.   -0.01 -0.02  1.13 -0.01 -0.01 -0.03  0.04 -0.01]]\n",
+      "1  ->  [[-0.01  1.06 -0.   -0.02 -0.01  0.02 -0.02  0.02  0.01 -0.01]]\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "1  ->  [[-0.01  1.06 -0.   -0.02 -0.01  0.02 -0.02  0.02  0.01 -0.01]]\n",
       "4  ->  [[-0.03 -0.04  0.01 -0.01  0.94  0.01  0.04  0.03  0.19 -0.12]]\n",
-      "9  ->  [[-0.02  0.02  0.07  0.09  0.12 -0.02 -0.02 -0.02  0.12  0.67]]\n"
+      "9  ->  [[-0.02  0.02  0.07  0.09  0.12 -0.02 -0.02 -0.02  0.12  0.67]]\n",
+      "5  ->  [[ 0.03 -0.03  0.04 -0.07  0.01  0.69  0.16  0.06  0.08 -0.02]]\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "5  ->  [[ 0.03 -0.03  0.04 -0.07  0.01  0.69  0.16  0.06  0.08 -0.02]]\n",
       "9  ->  [[ 0.01 -0.01 -0.   -0.03  0.05 -0.02  0.01  0.06 -0.01  0.95]]\n"
      ]
     }
@@ -396,10 +408,10 @@
    "execution_count": 9,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:46:05.234771Z",
-     "iopub.status.busy": "2024-08-27T07:46:05.234422Z",
-     "iopub.status.idle": "2024-08-27T07:46:10.543840Z",
-     "shell.execute_reply": "2024-08-27T07:46:10.543138Z"
+     "iopub.execute_input": "2024-08-27T14:09:59.885033Z",
+     "iopub.status.busy": "2024-08-27T14:09:59.884147Z",
+     "iopub.status.idle": "2024-08-27T14:10:04.492344Z",
+     "shell.execute_reply": "2024-08-27T14:10:04.491615Z"
     }
    },
    "outputs": [
@@ -439,10 +451,10 @@
    "execution_count": 10,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:46:10.551620Z",
-     "iopub.status.busy": "2024-08-27T07:46:10.550891Z",
-     "iopub.status.idle": "2024-08-27T07:46:10.564392Z",
-     "shell.execute_reply": "2024-08-27T07:46:10.563575Z"
+     "iopub.execute_input": "2024-08-27T14:10:04.495975Z",
+     "iopub.status.busy": "2024-08-27T14:10:04.495152Z",
+     "iopub.status.idle": "2024-08-27T14:10:04.507137Z",
+     "shell.execute_reply": "2024-08-27T14:10:04.506422Z"
     }
    },
    "outputs": [],
@@ -468,10 +480,10 @@
    "execution_count": 11,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:46:10.570656Z",
-     "iopub.status.busy": "2024-08-27T07:46:10.569963Z",
-     "iopub.status.idle": "2024-08-27T07:46:15.662845Z",
-     "shell.execute_reply": "2024-08-27T07:46:15.661956Z"
+     "iopub.execute_input": "2024-08-27T14:10:04.511511Z",
+     "iopub.status.busy": "2024-08-27T14:10:04.510867Z",
+     "iopub.status.idle": "2024-08-27T14:10:09.568246Z",
+     "shell.execute_reply": "2024-08-27T14:10:09.567435Z"
     }
    },
    "outputs": [],
@@ -495,10 +507,10 @@
    "execution_count": 12,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:46:15.670003Z",
-     "iopub.status.busy": "2024-08-27T07:46:15.669461Z",
-     "iopub.status.idle": "2024-08-27T07:46:15.675218Z",
-     "shell.execute_reply": "2024-08-27T07:46:15.674594Z"
+     "iopub.execute_input": "2024-08-27T14:10:09.575831Z",
+     "iopub.status.busy": "2024-08-27T14:10:09.574986Z",
+     "iopub.status.idle": "2024-08-27T14:10:09.581325Z",
+     "shell.execute_reply": "2024-08-27T14:10:09.580525Z"
     }
    },
    "outputs": [],
@@ -520,10 +532,10 @@
    "execution_count": 13,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:46:15.682132Z",
-     "iopub.status.busy": "2024-08-27T07:46:15.680908Z",
-     "iopub.status.idle": "2024-08-27T07:46:16.163968Z",
-     "shell.execute_reply": "2024-08-27T07:46:16.163196Z"
+     "iopub.execute_input": "2024-08-27T14:10:09.588881Z",
+     "iopub.status.busy": "2024-08-27T14:10:09.587625Z",
+     "iopub.status.idle": "2024-08-27T14:10:10.068977Z",
+     "shell.execute_reply": "2024-08-27T14:10:10.068212Z"
     }
    },
    "outputs": [
@@ -580,10 +592,10 @@
    "execution_count": 14,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:46:16.172462Z",
-     "iopub.status.busy": "2024-08-27T07:46:16.171383Z",
-     "iopub.status.idle": "2024-08-27T07:46:20.668480Z",
-     "shell.execute_reply": "2024-08-27T07:46:20.667718Z"
+     "iopub.execute_input": "2024-08-27T14:10:10.073330Z",
+     "iopub.status.busy": "2024-08-27T14:10:10.072460Z",
+     "iopub.status.idle": "2024-08-27T14:10:14.746393Z",
+     "shell.execute_reply": "2024-08-27T14:10:14.745713Z"
     }
    },
    "outputs": [
@@ -615,10 +627,10 @@
    "execution_count": 15,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:46:20.679219Z",
-     "iopub.status.busy": "2024-08-27T07:46:20.678209Z",
-     "iopub.status.idle": "2024-08-27T07:46:20.684210Z",
-     "shell.execute_reply": "2024-08-27T07:46:20.683324Z"
+     "iopub.execute_input": "2024-08-27T14:10:14.753664Z",
+     "iopub.status.busy": "2024-08-27T14:10:14.753048Z",
+     "iopub.status.idle": "2024-08-27T14:10:14.757931Z",
+     "shell.execute_reply": "2024-08-27T14:10:14.757178Z"
     }
    },
    "outputs": [
diff --git a/source/Tutorial/tiling.html b/source/Tutorial/tiling.html
index 160ac981e7c53a4b56264ba06f736668a5a35a6e..5913ded90842123a15067c514b678911f233fa7d 100644
--- a/source/Tutorial/tiling.html
+++ b/source/Tutorial/tiling.html
@@ -520,7 +520,7 @@ document.write(`
 <div class="prompt empty docutils container">
 </div>
 <div class="output_area rendered_html docutils container">
-<img src="https://mermaid.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"/></div>
+<img src="https://mermaid.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"/></div>
 </div>
 <p>Let’s create an input to link to the model.</p>
 <div class="nbinput nblast docutils container">
@@ -624,7 +624,7 @@ True
 <div class="prompt empty docutils container">
 </div>
 <div class="output_area rendered_html docutils container">
-<img 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"/></div>
 </div>
 <p>Now we run the transformed model and compare it’s ouput value to the previous one.</p>
 <div class="nbinput nblast docutils container">
@@ -652,7 +652,7 @@ True
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-np.True_
+True
 </pre></div></div>
 </div>
 <p>Both outputs are the same !</p>
diff --git a/source/Tutorial/tiling.ipynb b/source/Tutorial/tiling.ipynb
index 10c8b751604daf4f5ac83b231dc213215b083e4d..84bc107ef22694b1736719613e4d634c221a719f 100644
--- a/source/Tutorial/tiling.ipynb
+++ b/source/Tutorial/tiling.ipynb
@@ -19,10 +19,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:46:23.773845Z",
-     "iopub.status.busy": "2024-08-27T07:46:23.773185Z",
-     "iopub.status.idle": "2024-08-27T07:46:23.945359Z",
-     "shell.execute_reply": "2024-08-27T07:46:23.943941Z"
+     "iopub.execute_input": "2024-08-27T14:10:17.827440Z",
+     "iopub.status.busy": "2024-08-27T14:10:17.825852Z",
+     "iopub.status.idle": "2024-08-27T14:10:18.075233Z",
+     "shell.execute_reply": "2024-08-27T14:10:18.073887Z"
     }
    },
    "outputs": [],
@@ -47,10 +47,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:46:23.952872Z",
-     "iopub.status.busy": "2024-08-27T07:46:23.952395Z",
-     "iopub.status.idle": "2024-08-27T07:46:24.469724Z",
-     "shell.execute_reply": "2024-08-27T07:46:24.467957Z"
+     "iopub.execute_input": "2024-08-27T14:10:18.083671Z",
+     "iopub.status.busy": "2024-08-27T14:10:18.082493Z",
+     "iopub.status.idle": "2024-08-27T14:10:18.541183Z",
+     "shell.execute_reply": "2024-08-27T14:10:18.540100Z"
     }
    },
    "outputs": [],
@@ -83,10 +83,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:46:24.476877Z",
-     "iopub.status.busy": "2024-08-27T07:46:24.476419Z",
-     "iopub.status.idle": "2024-08-27T07:46:24.486311Z",
-     "shell.execute_reply": "2024-08-27T07:46:24.484972Z"
+     "iopub.execute_input": "2024-08-27T14:10:18.546549Z",
+     "iopub.status.busy": "2024-08-27T14:10:18.545492Z",
+     "iopub.status.idle": "2024-08-27T14:10:18.552838Z",
+     "shell.execute_reply": "2024-08-27T14:10:18.551882Z"
     }
    },
    "outputs": [],
@@ -105,17 +105,17 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:46:24.492715Z",
-     "iopub.status.busy": "2024-08-27T07:46:24.492260Z",
-     "iopub.status.idle": "2024-08-27T07:46:24.508144Z",
-     "shell.execute_reply": "2024-08-27T07:46:24.506386Z"
+     "iopub.execute_input": "2024-08-27T14:10:18.557143Z",
+     "iopub.status.busy": "2024-08-27T14:10:18.556243Z",
+     "iopub.status.idle": "2024-08-27T14:10:18.565915Z",
+     "shell.execute_reply": "2024-08-27T14:10:18.564974Z"
     }
    },
    "outputs": [
     {
      "data": {
       "text/html": [
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@@ -141,10 +141,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:46:24.516262Z",
-     "iopub.status.busy": "2024-08-27T07:46:24.514996Z",
-     "iopub.status.idle": "2024-08-27T07:46:24.540079Z",
-     "shell.execute_reply": "2024-08-27T07:46:24.538593Z"
+     "iopub.execute_input": "2024-08-27T14:10:18.570245Z",
+     "iopub.status.busy": "2024-08-27T14:10:18.569397Z",
+     "iopub.status.idle": "2024-08-27T14:10:18.575040Z",
+     "shell.execute_reply": "2024-08-27T14:10:18.574195Z"
     }
    },
    "outputs": [],
@@ -165,10 +165,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:46:24.548441Z",
-     "iopub.status.busy": "2024-08-27T07:46:24.547783Z",
-     "iopub.status.idle": "2024-08-27T07:46:24.560224Z",
-     "shell.execute_reply": "2024-08-27T07:46:24.559131Z"
+     "iopub.execute_input": "2024-08-27T14:10:18.579451Z",
+     "iopub.status.busy": "2024-08-27T14:10:18.578549Z",
+     "iopub.status.idle": "2024-08-27T14:10:18.586736Z",
+     "shell.execute_reply": "2024-08-27T14:10:18.585771Z"
     }
    },
    "outputs": [],
@@ -186,10 +186,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:46:24.568250Z",
-     "iopub.status.busy": "2024-08-27T07:46:24.566951Z",
-     "iopub.status.idle": "2024-08-27T07:46:24.579006Z",
-     "shell.execute_reply": "2024-08-27T07:46:24.577183Z"
+     "iopub.execute_input": "2024-08-27T14:10:18.591761Z",
+     "iopub.status.busy": "2024-08-27T14:10:18.590898Z",
+     "iopub.status.idle": "2024-08-27T14:10:18.597628Z",
+     "shell.execute_reply": "2024-08-27T14:10:18.596657Z"
     }
    },
    "outputs": [],
@@ -215,10 +215,10 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:46:24.587580Z",
-     "iopub.status.busy": "2024-08-27T07:46:24.586050Z",
-     "iopub.status.idle": "2024-08-27T07:46:24.596049Z",
-     "shell.execute_reply": "2024-08-27T07:46:24.594068Z"
+     "iopub.execute_input": "2024-08-27T14:10:18.602915Z",
+     "iopub.status.busy": "2024-08-27T14:10:18.601941Z",
+     "iopub.status.idle": "2024-08-27T14:10:18.608210Z",
+     "shell.execute_reply": "2024-08-27T14:10:18.606979Z"
     }
    },
    "outputs": [],
@@ -238,10 +238,10 @@
    "execution_count": 9,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:46:24.605255Z",
-     "iopub.status.busy": "2024-08-27T07:46:24.603571Z",
-     "iopub.status.idle": "2024-08-27T07:46:24.968176Z",
-     "shell.execute_reply": "2024-08-27T07:46:24.966348Z"
+     "iopub.execute_input": "2024-08-27T14:10:18.613486Z",
+     "iopub.status.busy": "2024-08-27T14:10:18.612566Z",
+     "iopub.status.idle": "2024-08-27T14:10:18.893810Z",
+     "shell.execute_reply": "2024-08-27T14:10:18.892720Z"
     }
    },
    "outputs": [],
@@ -270,10 +270,10 @@
    "execution_count": 10,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:46:24.974586Z",
-     "iopub.status.busy": "2024-08-27T07:46:24.974163Z",
-     "iopub.status.idle": "2024-08-27T07:46:24.987840Z",
-     "shell.execute_reply": "2024-08-27T07:46:24.986590Z"
+     "iopub.execute_input": "2024-08-27T14:10:18.900595Z",
+     "iopub.status.busy": "2024-08-27T14:10:18.899503Z",
+     "iopub.status.idle": "2024-08-27T14:10:18.911132Z",
+     "shell.execute_reply": "2024-08-27T14:10:18.910183Z"
     }
    },
    "outputs": [
@@ -311,17 +311,17 @@
    "execution_count": 11,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:46:24.994344Z",
-     "iopub.status.busy": "2024-08-27T07:46:24.993878Z",
-     "iopub.status.idle": "2024-08-27T07:46:25.006249Z",
-     "shell.execute_reply": "2024-08-27T07:46:25.004445Z"
+     "iopub.execute_input": "2024-08-27T14:10:18.917567Z",
+     "iopub.status.busy": "2024-08-27T14:10:18.916771Z",
+     "iopub.status.idle": "2024-08-27T14:10:18.925053Z",
+     "shell.execute_reply": "2024-08-27T14:10:18.924031Z"
     }
    },
    "outputs": [
     {
      "data": {
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+       "<img src=\"https://mermaid.ink/img/JSV7aW5pdDogeydmbG93Y2hhcnQnOiB7ICdjdXJ2ZSc6ICdtb25vdG9uZVknfSwgJ2ZvbnRGYW1pbHknOiAnVmVyZGFuYScgfSB9JSUKZmxvd2NoYXJ0IFRCCgpQcm9kdWNlcl8wKCJzdGFydHNcbjxzdWI+PGVtPihQcm9kdWNlciMwKTwvZW0+PC9zdWI+Iik6Ojpwcm9kdWNlckNscwpQcm9kdWNlcl8xOSgiYm4wX3NoaWZ0XG48c3ViPjxlbT4oUHJvZHVjZXIjMTkpPC9lbT48L3N1Yj4iKTo6OnByb2R1Y2VyQ2xzClByb2R1Y2VyXzE4KCJibjBfc2NhbGVcbjxzdWI+PGVtPihQcm9kdWNlciMxOCk8L2VtPjwvc3ViPiIpOjo6cHJvZHVjZXJDbHMKQmF0Y2hOb3JtXzAoImJuMFxuPHN1Yj48ZW0+KEJhdGNoTm9ybSMwKTwvZW0+PC9zdWI+IikKQ29udl8wKCJjb252MF8xNlxuPHN1Yj48ZW0+KENvbnYjMCk8L2VtPjwvc3ViPiIpClByb2R1Y2VyXzEyKCJzdGFydHNcbjxzdWI+PGVtPihQcm9kdWNlciMxMik8L2VtPjwvc3ViPiIpOjo6cHJvZHVjZXJDbHMKU2xpY2VfMyg8ZW0+U2xpY2UjMzwvZW0+KQpQcm9kdWNlcl8yMCgiYm4wX2JhdGNoX21lYW5cbjxzdWI+PGVtPihQcm9kdWNlciMyMCk8L2VtPjwvc3ViPiIpOjo6cHJvZHVjZXJDbHMKUHJvZHVjZXJfMTcoImNvbnYwX2JfMFxuPHN1Yj48ZW0+KFByb2R1Y2VyIzE3KTwvZW0+PC9zdWI+Iik6Ojpwcm9kdWNlckNscwpQcm9kdWNlcl85KCJlbmRzXG48c3ViPjxlbT4oUHJvZHVjZXIjOSk8L2VtPjwvc3ViPiIpOjo6cHJvZHVjZXJDbHMKUHJvZHVjZXJfMigiYXhlc1xuPHN1Yj48ZW0+KFByb2R1Y2VyIzIpPC9lbT48L3N1Yj4iKTo6OnByb2R1Y2VyQ2xzClByb2R1Y2VyXzE2KCJjb252MF93XzBcbjxzdWI+PGVtPihQcm9kdWNlciMxNik8L2VtPjwvc3ViPiIpOjo6cHJvZHVjZXJDbHMKQ29uY2F0XzAoPGVtPkNvbmNhdCMwPC9lbT4pCkNvbnZfMigiY29udjBfMzJcbjxzdWI+PGVtPihDb252IzIpPC9lbT48L3N1Yj4iKQpQcm9kdWNlcl82KCJheGVzXG48c3ViPjxlbT4oUHJvZHVjZXIjNik8L2VtPjwvc3ViPiIpOjo6cHJvZHVjZXJDbHMKUHJvZHVjZXJfNSgiZW5kc1xuPHN1Yj48ZW0+KFByb2R1Y2VyIzUpPC9lbT48L3N1Yj4iKTo6OnByb2R1Y2VyQ2xzClNsaWNlXzAoPGVtPlNsaWNlIzA8L2VtPikKUmVMVV8wKCJyZWx1MFxuPHN1Yj48ZW0+KFJlTFUjMCk8L2VtPjwvc3ViPiIpClByb2R1Y2VyXzIxKCJibjBfYmF0Y2hfdmFyaWFuY2VcbjxzdWI+PGVtPihQcm9kdWNlciMyMSk8L2VtPjwvc3ViPiIpOjo6cHJvZHVjZXJDbHMKTGVha3lSZUxVXzAoImxlYWt5cmVsdTBcbjxzdWI+PGVtPihMZWFreVJlTFUjMCk8L2VtPjwvc3ViPiIpOjo6cm9vdENscwpQcm9kdWNlcl8xNSgic3RlcHNcbjxzdWI+PGVtPihQcm9kdWNlciMxNSk8L2VtPjwvc3ViPiIpOjo6cHJvZHVjZXJDbHMKUHJvZHVjZXJfMTEoInN0ZXBzXG48c3ViPjxlbT4oUHJvZHVjZXIjMTEpPC9lbT48L3N1Yj4iKTo6OnByb2R1Y2VyQ2xzClByb2R1Y2VyXzMoInN0ZXBzXG48c3ViPjxlbT4oUHJvZHVjZXIjMyk8L2VtPjwvc3ViPiIpOjo6cHJvZHVjZXJDbHMKUHJvZHVjZXJfMTMoImVuZHNcbjxzdWI+PGVtPihQcm9kdWNlciMxMyk8L2VtPjwvc3ViPiIpOjo6cHJvZHVjZXJDbHMKUHJvZHVjZXJfMTAoImF4ZXNcbjxzdWI+PGVtPihQcm9kdWNlciMxMCk8L2VtPjwvc3ViPiIpOjo6cHJvZHVjZXJDbHMKUHJvZHVjZXJfNCgic3RhcnRzXG48c3ViPjxlbT4oUHJvZHVjZXIjNCk8L2VtPjwvc3ViPiIpOjo6cHJvZHVjZXJDbHMKU2xpY2VfMig8ZW0+U2xpY2UjMjwvZW0+KQpQcm9kdWNlcl8xKCJlbmRzXG48c3ViPjxlbT4oUHJvZHVjZXIjMSk8L2VtPjwvc3ViPiIpOjo6cHJvZHVjZXJDbHMKUHJvZHVjZXJfOCgic3RhcnRzXG48c3ViPjxlbT4oUHJvZHVjZXIjOCk8L2VtPjwvc3ViPiIpOjo6cHJvZHVjZXJDbHMKQ29udl8zKCJjb252MF80OFxuPHN1Yj48ZW0+KENvbnYjMyk8L2VtPjwvc3ViPiIpClByb2R1Y2VyXzE0KCJheGVzXG48c3ViPjxlbT4oUHJvZHVjZXIjMTQpPC9lbT48L3N1Yj4iKTo6OnByb2R1Y2VyQ2xzClNsaWNlXzEoPGVtPlNsaWNlIzE8L2VtPikKUHJvZHVjZXJfNygic3RlcHNcbjxzdWI+PGVtPihQcm9kdWNlciM3KTwvZW0+PC9zdWI+Iik6Ojpwcm9kdWNlckNscwpDb252XzEoImNvbnYwXzBcbjxzdWI+PGVtPihDb252IzEpPC9lbT48L3N1Yj4iKQpQcm9kdWNlcl8wLS0+fCIwIFs0XSZyYXJyOzEifFNsaWNlXzAKUHJvZHVjZXJfMTktLT58IjAgWzMyXSZyYXJyOzIifEJhdGNoTm9ybV8wClByb2R1Y2VyXzE4LS0+fCIwIFszMl0mcmFycjsxInxCYXRjaE5vcm1fMApCYXRjaE5vcm1fMC0tPnwiMCBbNCwgMzIsIDY0LCA2NF0mcmFycjswInxSZUxVXzAKQ29udl8wLS0+fCIwJnJhcnI7MSJ8Q29uY2F0XzAKUHJvZHVjZXJfMTItLT58IjAgWzRdJnJhcnI7MSJ8U2xpY2VfMwpTbGljZV8zLS0+fCIwJnJhcnI7MCJ8Q29udl8zClByb2R1Y2VyXzIwLS0+fCIwIFszMl0mcmFycjszInxCYXRjaE5vcm1fMApQcm9kdWNlcl8xNy0tPnwiMCBbMzJdJnJhcnI7MiJ8Q29udl8xClByb2R1Y2VyXzE3LS0+fCIwIFszMl0mcmFycjsyInxDb252XzAKUHJvZHVjZXJfMTctLT58IjAgWzMyXSZyYXJyOzIifENvbnZfMgpQcm9kdWNlcl8xNy0tPnwiMCBbMzJdJnJhcnI7MiJ8Q29udl8zClByb2R1Y2VyXzktLT58IjAgWzRdJnJhcnI7MiJ8U2xpY2VfMgpQcm9kdWNlcl8yLS0+fCIwIFs0XSZyYXJyOzMifFNsaWNlXzAKUHJvZHVjZXJfMTYtLT58IjAgWzMyLCAzLCAzLCAzXSZyYXJyOzEifENvbnZfMQpQcm9kdWNlcl8xNi0tPnwiMCBbMzIsIDMsIDMsIDNdJnJhcnI7MSJ8Q29udl8wClByb2R1Y2VyXzE2LS0+fCIwIFszMiwgMywgMywgM10mcmFycjsxInxDb252XzIKUHJvZHVjZXJfMTYtLT58IjAgWzMyLCAzLCAzLCAzXSZyYXJyOzEifENvbnZfMwpDb25jYXRfMC0tPnwiMCZyYXJyOzAifEJhdGNoTm9ybV8wCkNvbnZfMi0tPnwiMCZyYXJyOzIifENvbmNhdF8wClByb2R1Y2VyXzYtLT58IjAgWzRdJnJhcnI7MyJ8U2xpY2VfMQpQcm9kdWNlcl81LS0+fCIwIFs0XSZyYXJyOzIifFNsaWNlXzEKU2xpY2VfMC0tPnwiMCZyYXJyOzAifENvbnZfMApQcm9kdWNlcl8yMS0tPnwiMCBbMzJdJnJhcnI7NCJ8QmF0Y2hOb3JtXzAKTGVha3lSZUxVXzAtLT58IjAgWzQsIDMsIDY2LCA2Nl0mcmFycjswInxTbGljZV8wCkxlYWt5UmVMVV8wLS0+fCIwIFs0LCAzLCA2NiwgNjZdJnJhcnI7MCJ8U2xpY2VfMQpMZWFreVJlTFVfMC0tPnwiMCBbNCwgMywgNjYsIDY2XSZyYXJyOzAifFNsaWNlXzIKTGVha3lSZUxVXzAtLT58IjAgWzQsIDMsIDY2LCA2Nl0mcmFycjswInxTbGljZV8zClByb2R1Y2VyXzE1LS0+fCIwIFs0XSZyYXJyOzQifFNsaWNlXzMKUHJvZHVjZXJfMTEtLT58IjAgWzRdJnJhcnI7NCJ8U2xpY2VfMgpQcm9kdWNlcl8zLS0+fCIwIFs0XSZyYXJyOzQifFNsaWNlXzAKUHJvZHVjZXJfMTMtLT58IjAgWzRdJnJhcnI7MiJ8U2xpY2VfMwpQcm9kdWNlcl8xMC0tPnwiMCBbNF0mcmFycjszInxTbGljZV8yClByb2R1Y2VyXzQtLT58IjAgWzRdJnJhcnI7MSJ8U2xpY2VfMQpTbGljZV8yLS0+fCIwJnJhcnI7MCJ8Q29udl8yClByb2R1Y2VyXzEtLT58IjAgWzRdJnJhcnI7MiJ8U2xpY2VfMApQcm9kdWNlcl84LS0+fCIwIFs0XSZyYXJyOzEifFNsaWNlXzIKQ29udl8zLS0+fCIwJnJhcnI7MyJ8Q29uY2F0XzAKUHJvZHVjZXJfMTQtLT58IjAgWzRdJnJhcnI7MyJ8U2xpY2VfMwpTbGljZV8xLS0+fCIwJnJhcnI7MCJ8Q29udl8xClByb2R1Y2VyXzctLT58IjAgWzRdJnJhcnI7NCJ8U2xpY2VfMQpDb252XzEtLT58IjAmcmFycjswInxDb25jYXRfMAppbnB1dDAoKGluIzApKTo6OmlucHV0Q2xzLS0tPnwiJnJhcnI7MCJ8TGVha3lSZUxVXzAKUmVMVV8wLS0tPnwiMCBbNCwgMzIsIDY0LCA2NF0mcmFycjsifG91dHB1dDAoKG91dCMwKSk6OjpvdXRwdXRDbHMKY2xhc3NEZWYgaW5wdXRDbHMgZmlsbDojYWZhCmNsYXNzRGVmIG91dHB1dENscyBmaWxsOiNmZmEKY2xhc3NEZWYgZXh0ZXJuYWxDbHMgZmlsbDojY2NjCmNsYXNzRGVmIHByb2R1Y2VyQ2xzIGZpbGw6I2NjZgpjbGFzc0RlZiBnZW5lcmljQ2xzIGZpbGw6I2Y5ZjlmZixzdHJva2Utd2lkdGg6MXB4LHN0cm9rZS1kYXNoYXJyYXk6IDUgNQpjbGFzc0RlZiBtZXRhQ2xzIHN0cm9rZS13aWR0aDo1cHgKY2xhc3NEZWYgcm9vdENscyBzdHJva2U6I2YwMApjbGFzc0RlZiBwcm9kdWNlckNsc19yb290Q2xzIHN0cm9rZTojZjAwLGZpbGw6I2NjZgpjbGFzc0RlZiBnZW5lcmljQ2xzX3Jvb3RDbHMgc3Ryb2tlOiNmMDAsZmlsbDojZjlmOWZmLHN0cm9rZS13aWR0aDoxcHgsc3Ryb2tlLWRhc2hhcnJheTogNSA1CmNsYXNzRGVmIG1ldGFDbHNfcm9vdENscyBzdHJva2U6I2YwMCxzdHJva2Utd2lkdGg6NXB4Cgo=\"/>"
       ],
       "text/plain": [
        "<IPython.core.display.Image object>"
@@ -348,10 +348,10 @@
    "execution_count": 12,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:46:25.014750Z",
-     "iopub.status.busy": "2024-08-27T07:46:25.013081Z",
-     "iopub.status.idle": "2024-08-27T07:46:25.407772Z",
-     "shell.execute_reply": "2024-08-27T07:46:25.406454Z"
+     "iopub.execute_input": "2024-08-27T14:10:18.932649Z",
+     "iopub.status.busy": "2024-08-27T14:10:18.931450Z",
+     "iopub.status.idle": "2024-08-27T14:10:19.242540Z",
+     "shell.execute_reply": "2024-08-27T14:10:19.241408Z"
     }
    },
    "outputs": [],
@@ -367,17 +367,17 @@
    "execution_count": 13,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-08-27T07:46:25.413864Z",
-     "iopub.status.busy": "2024-08-27T07:46:25.413516Z",
-     "iopub.status.idle": "2024-08-27T07:46:25.422341Z",
-     "shell.execute_reply": "2024-08-27T07:46:25.421137Z"
+     "iopub.execute_input": "2024-08-27T14:10:19.249125Z",
+     "iopub.status.busy": "2024-08-27T14:10:19.248297Z",
+     "iopub.status.idle": "2024-08-27T14:10:19.256052Z",
+     "shell.execute_reply": "2024-08-27T14:10:19.254919Z"
     }
    },
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "np.True_"
+       "True"
       ]
      },
      "execution_count": 13,