{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A lot of messey playing and exploration. Trying to make sense of how the TRACR compiler works."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:absl:Creating a SequenceMap with both inputs being the same SOp is discouraged. You should use a Map instead.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['BOS', 3, 2, 1]\n",
      "TransformerConfig(num_heads=1, num_layers=4, key_size=12, mlp_hidden_size=30, dropout_rate=0.0, activation_function=<jax._src.custom_derivatives.custom_jvp object at 0x000002BBF89CF550>, layer_norm=False, causal=False)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x900 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x900 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from tracr.rasp import rasp\n",
    "from tracr.compiler import compiling\n",
    "import jax\n",
    "import jax.numpy as jnp\n",
    "from jax import tree_map\n",
    "import numpy as np\n",
    "\n",
    "def make_length():\n",
    "  all_true_selector = rasp.Select(rasp.tokens, rasp.tokens, rasp.Comparison.TRUE)\n",
    "  return rasp.SelectorWidth(all_true_selector)\n",
    "\n",
    "length = make_length()  # `length` is not a primitive in our implementation.\n",
    "opp_index = length - rasp.indices - 1\n",
    "flip = rasp.Select(rasp.indices, opp_index, rasp.Comparison.EQ)\n",
    "reverse = rasp.Aggregate(flip, rasp.tokens)\n",
    "\n",
    "bos = \"BOS\"\n",
    "model = compiling.compile_rasp_to_model(\n",
    "    reverse,\n",
    "    vocab={1, 2, 3, \"h\", \"e\", \"l\", \"o\"},\n",
    "    max_seq_len=5,\n",
    "    compiler_bos=bos,\n",
    ")\n",
    "\n",
    "out = model.apply([bos, 1, 2, 3])\n",
    "print(out.decoded)\n",
    "\n",
    "# Function to print summary\n",
    "def model_summary(params):\n",
    "    for name, value in tree_map(lambda x: (x.shape, x.size), params).items():\n",
    "      try:\n",
    "        print(f\"{name}: shape = {value['w'][0]}, size = {value['w'][1]}\")\n",
    "      except:\n",
    "        print(f\"{name}: shape = {value}\")\n",
    "\n",
    "# Print the summary\n",
    "print(model.model_config)\n",
    "# model_summary(model.params)\n",
    "# print(model.params['transformer/layer_3/attn/query'])\n",
    "\n",
    "# FOR VISUALIZIN THE RESIDUAL STREAM\n",
    "import matplotlib.pyplot as plt\n",
    "def tidy_label(label, value_width=5):\n",
    "  if ':' in label:\n",
    "    label, value = label.split(':')\n",
    "  else:\n",
    "    value = ''\n",
    "  return label + f\":{value:>{value_width}}\"\n",
    "\n",
    "\n",
    "def add_residual_ticks(model, value_width=5, x=False, y=True):\n",
    "  if y:\n",
    "    plt.yticks(\n",
    "            np.arange(len(model.residual_labels))+0.5, \n",
    "            [tidy_label(l, value_width=value_width)\n",
    "              for l in model.residual_labels], \n",
    "            family='monospace',\n",
    "            fontsize=20,\n",
    "    )\n",
    "  if x:\n",
    "    plt.xticks(\n",
    "            np.arange(len(model.residual_labels))+0.5, \n",
    "            [tidy_label(l, value_width=value_width)\n",
    "              for l in model.residual_labels], \n",
    "            family='monospace',\n",
    "            rotation=90,\n",
    "            fontsize=20,\n",
    "    )\n",
    "\n",
    "\n",
    "def plot_computation_trace(model,\n",
    "                           input_labels,\n",
    "                           residuals_or_outputs,\n",
    "                           add_input_layer=False,\n",
    "                           figsize=(12, 9)):\n",
    "  fig, axes = plt.subplots(nrows=1, ncols=len(residuals_or_outputs), figsize=figsize, sharey=True)\n",
    "  value_width = max(map(len, map(str, input_labels))) + 1\n",
    "\n",
    "  for i, (layer, ax) in enumerate(zip(residuals_or_outputs, axes)):\n",
    "    plt.sca(ax)\n",
    "    plt.pcolormesh(layer[0].T, vmin=0, vmax=1)\n",
    "    if i == 0:\n",
    "      add_residual_ticks(model, value_width=value_width)\n",
    "    plt.xticks(\n",
    "        np.arange(len(input_labels))+0.5,\n",
    "        input_labels,\n",
    "        rotation=90,\n",
    "        fontsize=20,\n",
    "    )\n",
    "    if add_input_layer and i == 0:\n",
    "      title = 'Input'\n",
    "    else:\n",
    "      layer_no = i - 1 if add_input_layer else i\n",
    "      layer_type = 'Attn' if layer_no % 2 == 0 else 'MLP'\n",
    "      title = f'{layer_type} {layer_no // 2 + 1}'\n",
    "    plt.title(title, fontsize=20)\n",
    "\n",
    "\n",
    "def plot_residuals_and_input(model, inputs, figsize=(12, 9)):\n",
    "  \"\"\"Applies model to inputs, and plots the residual stream at each layer.\"\"\"\n",
    "  model_out = model.apply(inputs)\n",
    "  residuals = np.concatenate([model_out.input_embeddings[None, ...],\n",
    "                              model_out.residuals], axis=0)\n",
    "  plot_computation_trace(\n",
    "      model=model,\n",
    "      input_labels=inputs,\n",
    "      residuals_or_outputs=residuals,\n",
    "      add_input_layer=True,\n",
    "      figsize=figsize)\n",
    "\n",
    "\n",
    "def plot_layer_outputs(model, inputs, figsize=(12, 9)):\n",
    "  \"\"\"Applies model to inputs, and plots the outputs of each layer.\"\"\"\n",
    "  model_out = model.apply(inputs)\n",
    "  plot_computation_trace(\n",
    "      model=model,\n",
    "      input_labels=inputs,\n",
    "      residuals_or_outputs=model_out.layer_outputs,\n",
    "      add_input_layer=False,\n",
    "      figsize=figsize)\n",
    "  \n",
    "plot_residuals_and_input(\n",
    "  model=model,\n",
    "  inputs=[bos, 1,2,3],\n",
    "  figsize=(10, 9)\n",
    ")\n",
    "\n",
    "plot_layer_outputs(\n",
    "  model=model,\n",
    "  inputs=[bos, 1,2,3],\n",
    "  figsize=(10, 9)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['BOS', 'o', 'l', 'l', 'e', 'h']\n"
     ]
    }
   ],
   "source": [
    "out = model.apply([bos, \"h\", \"e\", \"l\", \"l\", \"o\"])\n",
    "print(out.decoded)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['pos_embed',\n",
       " 'token_embed',\n",
       " 'transformer/layer_0/attn/key',\n",
       " 'transformer/layer_0/attn/linear',\n",
       " 'transformer/layer_0/attn/query',\n",
       " 'transformer/layer_0/attn/value',\n",
       " 'transformer/layer_0/mlp/linear_1',\n",
       " 'transformer/layer_0/mlp/linear_2',\n",
       " 'transformer/layer_1/attn/key',\n",
       " 'transformer/layer_1/attn/linear',\n",
       " 'transformer/layer_1/attn/query',\n",
       " 'transformer/layer_1/attn/value',\n",
       " 'transformer/layer_1/mlp/linear_1',\n",
       " 'transformer/layer_1/mlp/linear_2',\n",
       " 'transformer/layer_2/attn/key',\n",
       " 'transformer/layer_2/attn/linear',\n",
       " 'transformer/layer_2/attn/query',\n",
       " 'transformer/layer_2/attn/value',\n",
       " 'transformer/layer_2/mlp/linear_1',\n",
       " 'transformer/layer_2/mlp/linear_2',\n",
       " 'transformer/layer_3/attn/key',\n",
       " 'transformer/layer_3/attn/linear',\n",
       " 'transformer/layer_3/attn/query',\n",
       " 'transformer/layer_3/attn/value',\n",
       " 'transformer/layer_3/mlp/linear_1',\n",
       " 'transformer/layer_3/mlp/linear_2']"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(model.params.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# draw a graph of the model architecture\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as patches\n",
    "\n",
    "def draw_layer(ax, center, width, height, layer_type):\n",
    "    \"\"\" Draws a single layer as a rectangle or rounded rectangle. \"\"\"\n",
    "    if \"/mlp/\" in layer_type or \"embed\" in layer_type:\n",
    "        rect = patches.Rectangle((center[0] - width / 2, center[1] - height / 2), width, height, linewidth=1, edgecolor='r', facecolor='none')\n",
    "    elif \"/attn/\" in layer_type:\n",
    "        rect = patches.FancyBboxPatch((center[0] - width / 2, center[1] - height / 2), width, height, boxstyle=\"round,pad=0.1\", linewidth=1, edgecolor='b', facecolor='none')\n",
    "    ax.add_patch(rect)\n",
    "    ax.text(center[0], center[1], layer_type, horizontalalignment='center', verticalalignment='center')\n",
    "\n",
    "def draw_transformer_model():\n",
    "    \"\"\" Draws the architecture of a haiku transformer model. \"\"\"\n",
    "    fig, ax = plt.subplots()\n",
    "\n",
    "    # Assuming a simple architecture with alternating Attention and MLP layers\n",
    "    layers = list(model.params.keys())\n",
    "    layer_height = 0.1\n",
    "    layer_width = 0.6\n",
    "    spacing = 0.15\n",
    "\n",
    "    for i, layer in enumerate(layers):\n",
    "        center = (0.5, 1 - (i * (layer_height + spacing)))\n",
    "        draw_layer(ax, center, layer_width, layer_height, layer)\n",
    "\n",
    "    ax.set_xlim(0, 1)\n",
    "    ax.set_ylim(0, 1)\n",
    "    ax.axis('off')\n",
    "    plt.show()\n",
    "\n",
    "draw_transformer_model()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['B', 1, 1, 2, 2, 1]\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1000x900 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1000x900 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# now create a model that computes histograms\n",
    "from tracr.rasp import rasp\n",
    "from tracr.compiler import compiling\n",
    "import jax\n",
    "import jax.numpy as jnp\n",
    "from jax import tree_map\n",
    "import numpy as np\n",
    "\n",
    "# HELPER FUNCTIONS FOR VISUALIZATION\n",
    "import matplotlib.pyplot as plt\n",
    "def tidy_label(label, value_width=5):\n",
    "  if ':' in label:\n",
    "    label, value = label.split(':')\n",
    "  else:\n",
    "    value = ''\n",
    "  return label + f\":{value:>{value_width}}\"\n",
    "\n",
    "\n",
    "def add_residual_ticks(model, value_width=5, x=False, y=True):\n",
    "  if y:\n",
    "    plt.yticks(\n",
    "            np.arange(len(model.residual_labels))+0.5, \n",
    "            [tidy_label(l, value_width=value_width)\n",
    "              for l in model.residual_labels], \n",
    "            family='monospace',\n",
    "            fontsize=20,\n",
    "    )\n",
    "  if x:\n",
    "    plt.xticks(\n",
    "            np.arange(len(model.residual_labels))+0.5, \n",
    "            [tidy_label(l, value_width=value_width)\n",
    "              for l in model.residual_labels], \n",
    "            family='monospace',\n",
    "            rotation=90,\n",
    "            fontsize=20,\n",
    "    )\n",
    "\n",
    "\n",
    "def plot_computation_trace(model,\n",
    "                           input_labels,\n",
    "                           residuals_or_outputs,\n",
    "                           add_input_layer=False,\n",
    "                           figsize=(12, 9)):\n",
    "  fig, axes = plt.subplots(nrows=1, ncols=len(residuals_or_outputs), figsize=figsize, sharey=True)\n",
    "  value_width = max(map(len, map(str, input_labels))) + 1\n",
    "\n",
    "  for i, (layer, ax) in enumerate(zip(residuals_or_outputs, axes)):\n",
    "    plt.sca(ax)\n",
    "    plt.pcolormesh(layer[0].T, vmin=0, vmax=1)\n",
    "    if i == 0:\n",
    "      add_residual_ticks(model, value_width=value_width)\n",
    "    plt.xticks(\n",
    "        np.arange(len(input_labels))+0.5,\n",
    "        input_labels,\n",
    "        rotation=90,\n",
    "        fontsize=20,\n",
    "    )\n",
    "    if add_input_layer and i == 0:\n",
    "      title = 'Input'\n",
    "    else:\n",
    "      layer_no = i - 1 if add_input_layer else i\n",
    "      layer_type = 'Attn' if layer_no % 2 == 0 else 'MLP'\n",
    "      title = f'{layer_type} {layer_no // 2 + 1}'\n",
    "    plt.title(title, fontsize=20)\n",
    "\n",
    "\n",
    "def plot_residuals_and_input(model, inputs, figsize=(12, 9)):\n",
    "  \"\"\"Applies model to inputs, and plots the residual stream at each layer.\"\"\"\n",
    "  model_out = model.apply(inputs)\n",
    "  residuals = np.concatenate([model_out.input_embeddings[None, ...],\n",
    "                              model_out.residuals], axis=0)\n",
    "  plot_computation_trace(\n",
    "      model=model,\n",
    "      input_labels=inputs,\n",
    "      residuals_or_outputs=residuals,\n",
    "      add_input_layer=True,\n",
    "      figsize=figsize)\n",
    "\n",
    "\n",
    "def plot_layer_outputs(model, inputs, figsize=(12, 9)):\n",
    "  \"\"\"Applies model to inputs, and plots the outputs of each layer.\"\"\"\n",
    "  model_out = model.apply(inputs)\n",
    "  plot_computation_trace(\n",
    "      model=model,\n",
    "      input_labels=inputs,\n",
    "      residuals_or_outputs=model_out.layer_outputs,\n",
    "      add_input_layer=False,\n",
    "      figsize=figsize)\n",
    "  \n",
    "# RASP IMPLEMENTATION\n",
    "\n",
    "hist = rasp.SelectorWidth(rasp.Select(rasp.tokens, rasp.tokens, rasp.Comparison.EQ))\n",
    "\n",
    "bos = \"B\"\n",
    "model = compiling.compile_rasp_to_model(\n",
    "    hist,\n",
    "    vocab={\"h\", \"e\", \"l\", \"o\"},\n",
    "    max_seq_len=5,\n",
    "    compiler_bos=bos,\n",
    ")\n",
    "\n",
    "out = model.apply(bos+\"hello\")\n",
    "print(out.decoded)\n",
    "\n",
    "plot_residuals_and_input(\n",
    "  model=model,\n",
    "  inputs=bos+\"hello\",\n",
    "  figsize=(10, 9)\n",
    ")\n",
    "\n",
    "plot_layer_outputs(\n",
    "  model=model,\n",
    "  inputs=bos+\"hello\",\n",
    "  figsize=(10, 9)\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plan for understanding: verify the attention mechanism works, then understand how it was constructed. verify that mlp works, then understand how it was constructed.\n",
    "\n",
    "then understand how aggregate works and is constructed.\n",
    "\n",
    "then understand where all the sequence_maps come from in the reverse example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[False, False, False, True, False]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def has_prev(seq: rasp.SOp) -> rasp.SOp:\n",
    "    prev_copy = rasp.SelectorAnd(\n",
    "        rasp.Select(seq, seq, rasp.Comparison.EQ),\n",
    "        rasp.Select(rasp.indices, rasp.indices, rasp.Comparison.LT),\n",
    "    )\n",
    "    return rasp.Aggregate(prev_copy, rasp.Full(1), default=0) > 0\n",
    "\n",
    "has_prev(rasp.tokens)(\"hello\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AssembledTransformerModel(forward=<function without_apply_rng.<locals>.apply_fn at 0x000002BB88473DC0>, get_compiled_model=<function assemble_craft_model.<locals>.get_compiled_model at 0x000002BB84BB19D0>, params={'pos_embed': {'embeddings': Array([[0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "        0., 0., 0.],\n",
       "       [1., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "        0., 0., 0.],\n",
       "       [0., 1., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "        0., 0., 0.],\n",
       "       [0., 0., 1., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "        0., 0., 0.],\n",
       "       [0., 0., 0., 1., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "        0., 0., 0.],\n",
       "       [0., 0., 0., 0., 1., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "        0., 0., 0.]], dtype=float32)}, 'token_embed': {'embeddings': Array([[0., 0., 0., 0., 0., 1., 0., 0., 0., 0., 0., 0., 0., 1., 0., 0.,\n",
       "        0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 1., 0., 0., 0., 0., 0., 0., 0., 0., 1., 0.,\n",
       "        0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 1., 0., 0., 0., 0., 0., 0., 0., 0., 0., 1.,\n",
       "        0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 1., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "        1., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 1., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "        0., 1., 0.],\n",
       "       [0., 0., 0., 0., 0., 1., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "        0., 0., 1.]], dtype=float32)}, 'transformer/layer_0/attn/key': {'b': Array([0., 0., 0., 0., 0., 0.], dtype=float32), 'w': Array([[0., 0., 0., 0., 0., 0.],\n",
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       "       [0., 0., 0., 1., 0., 0.],\n",
       "       [0., 0., 0., 0., 1., 0.]], dtype=float32)}, 'transformer/layer_0/attn/linear': {'b': Array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0.], dtype=float32), 'w': Array([[0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 1., 0., 0., 0.,\n",
       "        0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "        0., 0., 0.],\n",
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       "        0., 0., 0.],\n",
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       "        0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "        0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "        0., 0., 0.]], dtype=float32)}, 'transformer/layer_0/attn/query': {'b': Array([0., 0., 0., 0., 0., 0.], dtype=float32), 'w': Array([[  0.,   0.,   0.,   0.,   0.,   0.],\n",
       "       [  0.,   0.,   0.,   0.,   0.,   0.],\n",
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       "       [  0.,   0.,   0.,   0.,   0.,   0.],\n",
       "       [100.,   0.,   0.,   0.,   0.,   0.],\n",
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       "       [  0.,   0.,   0.,   0.,   0.,   0.],\n",
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       "       [  0., 100.,   0.,   0.,   0.,   0.],\n",
       "       [  0.,   0., 100.,   0.,   0.,   0.],\n",
       "       [  0.,   0.,   0., 100.,   0.,   0.],\n",
       "       [  0.,   0.,   0.,   0., 100.,   0.]], dtype=float32)}, 'transformer/layer_0/attn/value': {'b': Array([0., 0., 0., 0., 0., 0.], dtype=float32), 'w': Array([[0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
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       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.]], dtype=float32)}, 'transformer/layer_0/mlp/linear_1': {'b': Array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.], dtype=float32), 'w': Array([[  0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
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       "          0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "          0.      ,   0.      ],\n",
       "       [  0.      , -17.333334, -18.333334, -21.5     , -22.5     ,\n",
       "        -28.166666, -29.166666, -40.666668, -41.666668, -74.      ,\n",
       "        -75.      ,   1.      ],\n",
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       "       [  0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
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       "       [  0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
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       "       [  0.      , 100.      , 100.      , 100.      , 100.      ,\n",
       "        100.      , 100.      , 100.      , 100.      , 100.      ,\n",
       "        100.      ,   0.      ],\n",
       "       [  1.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "          0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "          0.      ,   0.      ],\n",
       "       [  0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "          0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "          0.      ,   0.      ],\n",
       "       [  0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "          0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "          0.      ,   0.      ],\n",
       "       [  0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "          0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
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       "       [  0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "          0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "          0.      ,   0.      ],\n",
       "       [  0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "          0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "          0.      ,   0.      ]], dtype=float32)}, 'transformer/layer_0/mlp/linear_2': {'b': Array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0.], dtype=float32), 'w': Array([[ 0.,  0.,  0.,  0.,  0.,  0., -1.,  0.,  0.,  0.,  0.,  0., -1.,\n",
       "         0.,  0.,  0.,  0.,  0.,  0.],\n",
       "       [ 0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  1., -1.,  0.,\n",
       "         0.,  0.,  0.,  0.,  0.,  0.],\n",
       "       [ 0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0., -1.,  1.,  0.,\n",
       "         0.,  0.,  0.,  0.,  0.,  0.],\n",
       "       [ 0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  1., -1.,  0.,  0.,\n",
       "         0.,  0.,  0.,  0.,  0.,  0.],\n",
       "       [ 0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0., -1.,  1.,  0.,  0.,\n",
       "         0.,  0.,  0.,  0.,  0.,  0.],\n",
       "       [ 0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  1., -1.,  0.,  0.,  0.,\n",
       "         0.,  0.,  0.,  0.,  0.,  0.],\n",
       "       [ 0.,  0.,  0.,  0.,  0.,  0.,  0.,  0., -1.,  1.,  0.,  0.,  0.,\n",
       "         0.,  0.,  0.,  0.,  0.,  0.],\n",
       "       [ 0.,  0.,  0.,  0.,  0.,  0.,  0.,  1., -1.,  0.,  0.,  0.,  0.,\n",
       "         0.,  0.,  0.,  0.,  0.,  0.],\n",
       "       [ 0.,  0.,  0.,  0.,  0.,  0.,  0., -1.,  1.,  0.,  0.,  0.,  0.,\n",
       "         0.,  0.,  0.,  0.,  0.,  0.],\n",
       "       [ 0.,  0.,  0.,  0.,  0.,  0.,  1., -1.,  0.,  0.,  0.,  0.,  0.,\n",
       "         0.,  0.,  0.,  0.,  0.,  0.],\n",
       "       [ 0.,  0.,  0.,  0.,  0.,  0., -1.,  1.,  0.,  0.,  0.,  0.,  0.,\n",
       "         0.,  0.,  0.,  0.,  0.,  0.],\n",
       "       [ 0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  1.,  0.,\n",
       "         0.,  0.,  0.,  0.,  0.,  0.]], dtype=float32)}}, model_config=TransformerConfig(num_heads=1, num_layers=1, key_size=6, mlp_hidden_size=12, dropout_rate=0.0, activation_function=<jax._src.custom_derivatives.custom_jvp object at 0x000002BBF89CF550>, layer_norm=False, causal=False), residual_labels=['indices:0', 'indices:1', 'indices:2', 'indices:3', 'indices:4', 'one', 'selector_width_34:0', 'selector_width_34:1', 'selector_width_34:2', 'selector_width_34:3', 'selector_width_34:4', 'selector_width_34:5', 'selector_width_34_selector_width_attn_output', 'tokens:B', 'tokens:compiler_pad', 'tokens:e', 'tokens:h', 'tokens:l', 'tokens:o'], input_encoder=<tracr.transformer.encoder.CategoricalEncoder object at 0x000002BB8150D400>, output_encoder=<tracr.transformer.encoder.CategoricalEncoder object at 0x000002BB85ACA8E0>)"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['pos_embed',\n",
       " 'token_embed',\n",
       " 'transformer/layer_0/attn/key',\n",
       " 'transformer/layer_0/attn/linear',\n",
       " 'transformer/layer_0/attn/query',\n",
       " 'transformer/layer_0/attn/value',\n",
       " 'transformer/layer_0/mlp/linear_1',\n",
       " 'transformer/layer_0/mlp/linear_2']"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(model.params.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0, 'indices:0'),\n",
       " (1, 'indices:1'),\n",
       " (2, 'indices:2'),\n",
       " (3, 'indices:3'),\n",
       " (4, 'indices:4'),\n",
       " (5, 'one'),\n",
       " (6, 'selector_width_34:0'),\n",
       " (7, 'selector_width_34:1'),\n",
       " (8, 'selector_width_34:2'),\n",
       " (9, 'selector_width_34:3'),\n",
       " (10, 'selector_width_34:4'),\n",
       " (11, 'selector_width_34:5'),\n",
       " (12, 'selector_width_34_selector_width_attn_output'),\n",
       " (13, 'tokens:B'),\n",
       " (14, 'tokens:compiler_pad'),\n",
       " (15, 'tokens:e'),\n",
       " (16, 'tokens:h'),\n",
       " (17, 'tokens:l'),\n",
       " (18, 'tokens:o')]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(enumerate((model.residual_labels)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Array([[0., 1., 0., 0., 0., 0.],\n",
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       "       [0., 1., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 1., 1., 0.],\n",
       "       [0., 0., 0., 0., 0., 1.]], dtype=float32)"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "out.input_embeddings[0].transpose()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(6, 19)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Array([[0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [1., 1., 1., 1., 1., 1.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [1., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 1., 0., 0., 0.],\n",
       "       [0., 1., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 1., 1., 0.],\n",
       "       [0., 0., 0., 0., 0., 1.]], dtype=float32)"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(model.params['token_embed']['embeddings'].shape)\n",
    "tembed = model.params['token_embed']['embeddings'].transpose()\n",
    "intoks = tembed[:, [0,-3,-4,-2,-2,-1]]\n",
    "intoks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(6, 19)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Array([[0., 1., 0., 0., 0., 0.],\n",
       "       [0., 0., 1., 0., 0., 0.],\n",
       "       [0., 0., 0., 1., 0., 0.],\n",
       "       [0., 0., 0., 0., 1., 0.],\n",
       "       [0., 0., 0., 0., 0., 1.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.]], dtype=float32)"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(model.params['pos_embed']['embeddings'].shape)\n",
    "model.params['pos_embed']['embeddings'].transpose()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(19, 6)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'b': Array([0., 0., 0., 0., 0., 0.], dtype=float32),\n",
       " 'w': Array([[0., 0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0., 0.],\n",
       "        [1., 0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0., 0.],\n",
       "        [0., 1., 0., 0., 0., 0.],\n",
       "        [0., 0., 1., 0., 0., 0.],\n",
       "        [0., 0., 0., 1., 0., 0.],\n",
       "        [0., 0., 0., 0., 1., 0.]], dtype=float32)}"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(model.params['transformer/layer_0/attn/key']['w'].shape)\n",
    "model.params['transformer/layer_0/attn/key']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(6, 19)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'b': Array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "        0., 0.], dtype=float32),\n",
       " 'w': Array([[0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 1., 0., 0., 0.,\n",
       "         0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "         0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "         0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "         0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "         0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "         0., 0., 0.]], dtype=float32)}"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(model.params['transformer/layer_0/attn/linear']['w'].shape)\n",
    "model.params['transformer/layer_0/attn/linear']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(19, 6)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'b': Array([0., 0., 0., 0., 0., 0.], dtype=float32),\n",
       " 'w': Array([[  0.,   0.,   0.,   0.,   0.,   0.],\n",
       "        [  0.,   0.,   0.,   0.,   0.,   0.],\n",
       "        [  0.,   0.,   0.,   0.,   0.,   0.],\n",
       "        [  0.,   0.,   0.,   0.,   0.,   0.],\n",
       "        [  0.,   0.,   0.,   0.,   0.,   0.],\n",
       "        [100.,   0.,   0.,   0.,   0.,   0.],\n",
       "        [  0.,   0.,   0.,   0.,   0.,   0.],\n",
       "        [  0.,   0.,   0.,   0.,   0.,   0.],\n",
       "        [  0.,   0.,   0.,   0.,   0.,   0.],\n",
       "        [  0.,   0.,   0.,   0.,   0.,   0.],\n",
       "        [  0.,   0.,   0.,   0.,   0.,   0.],\n",
       "        [  0.,   0.,   0.,   0.,   0.,   0.],\n",
       "        [  0.,   0.,   0.,   0.,   0.,   0.],\n",
       "        [  0.,   0.,   0.,   0.,   0.,   0.],\n",
       "        [  0.,   0.,   0.,   0.,   0.,   0.],\n",
       "        [  0., 100.,   0.,   0.,   0.,   0.],\n",
       "        [  0.,   0., 100.,   0.,   0.,   0.],\n",
       "        [  0.,   0.,   0., 100.,   0.,   0.],\n",
       "        [  0.,   0.,   0.,   0., 100.,   0.]], dtype=float32)}"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(model.params['transformer/layer_0/attn/query']['w'].shape)\n",
    "model.params['transformer/layer_0/attn/query']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(19, 6)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'b': Array([0., 0., 0., 0., 0., 0.], dtype=float32),\n",
       " 'w': Array([[0., 0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0., 0.],\n",
       "        [1., 0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 0., 0.]], dtype=float32)}"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(model.params['transformer/layer_0/attn/value']['w'].shape)\n",
    "model.params['transformer/layer_0/attn/value']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Array([[0., 1., 0., 0., 0., 0.],\n",
       "       [0., 0., 1., 0., 0., 0.],\n",
       "       [0., 0., 0., 1., 0., 0.],\n",
       "       [0., 0., 0., 0., 1., 0.],\n",
       "       [0., 0., 0., 0., 0., 1.],\n",
       "       [1., 1., 1., 1., 1., 1.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [1., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 1., 0., 0., 0.],\n",
       "       [0., 1., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 1., 1., 0.],\n",
       "       [0., 0., 0., 0., 0., 1.]], dtype=float32)"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# trying to piece everything together - this is the input layer\n",
    "embed = intoks.transpose() + model.params['pos_embed']['embeddings']\n",
    "embed.transpose()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Array(True, dtype=bool)"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(out.input_embeddings == embed).all()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Array([[0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "        0.        ],\n",
       "       [0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "        0.        ],\n",
       "       [0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "        0.        ],\n",
       "       [0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "        0.        ],\n",
       "       [0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "        0.        ],\n",
       "       [0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "        0.        ],\n",
       "       [0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "        0.        ],\n",
       "       [0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "        0.        ],\n",
       "       [0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "        0.        ],\n",
       "       [0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "        0.        ],\n",
       "       [0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "        0.        ],\n",
       "       [0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "        0.        ],\n",
       "       [1.        , 0.5       , 0.5       , 0.33333334, 0.33333334,\n",
       "        0.5       ],\n",
       "       [0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "        0.        ],\n",
       "       [0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "        0.        ],\n",
       "       [0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "        0.        ],\n",
       "       [0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "        0.        ],\n",
       "       [0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "        0.        ],\n",
       "       [0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "        0.        ]], dtype=float32)"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "out.layer_outputs[0][0].transpose()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1. 0. 0. 0. 0. 0.]\n",
      " [0. 0. 1. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1. 0.]]\n",
      "[[100.   0.   0.   0.   0.   0.]\n",
      " [100.   0. 100.   0.   0.   0.]\n",
      " [100. 100.   0.   0.   0.   0.]\n",
      " [100.   0.   0. 100.   0.   0.]\n",
      " [100.   0.   0. 100.   0.   0.]\n",
      " [100.   0.   0.   0. 100.   0.]]\n",
      "[[101.   0.   0.   0.   0.   0.]\n",
      " [100. 100.   0.   0.   0.   0.]\n",
      " [100.   0. 100.   0.   0.   0.]\n",
      " [100.   0.   0. 100. 100.   0.]\n",
      " [100.   0.   0. 100. 100.   0.]\n",
      " [100.   0.   0.   0.   0. 100.]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[  0.,   0.,   0.,   0.,   0.,   0.],\n",
       "       [  0.,   0.,   0.,   0.,   0.,   0.],\n",
       "       [  0.,   0.,   0.,   0.,   0.,   0.],\n",
       "       [  0.,   0.,   0.,   0.,   0.,   0.],\n",
       "       [  0.,   0.,   0.,   0.,   0.,   0.],\n",
       "       [  0.,   0.,   0.,   0.,   0.,   0.],\n",
       "       [  0.,   0.,   0.,   0.,   0.,   0.],\n",
       "       [  0.,   0.,   0.,   0.,   0.,   0.],\n",
       "       [  0.,   0.,   0.,   0.,   0.,   0.],\n",
       "       [  0.,   0.,   0.,   0.,   0.,   0.],\n",
       "       [  0.,   0.,   0.,   0.,   0.,   0.],\n",
       "       [  0.,   0.,   0.,   0.,   0.,   0.],\n",
       "       [101., 100., 100., 100., 100., 100.],\n",
       "       [  0.,   0.,   0.,   0.,   0.,   0.],\n",
       "       [  0.,   0.,   0.,   0.,   0.,   0.],\n",
       "       [  0.,   0.,   0.,   0.,   0.,   0.],\n",
       "       [  0.,   0.,   0.,   0.,   0.,   0.],\n",
       "       [  0.,   0.,   0.,   0.,   0.,   0.],\n",
       "       [  0.,   0.,   0.,   0.,   0.,   0.]], dtype=float32)"
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# piecing together the attention layer\n",
    "\n",
    "# HELPER NONLINEARITY FUNCTIONS\n",
    "def softmax(z):\n",
    "    exp_z = np.exp(z - np.max(z))  # Subtracting np.max(z) for numerical stability\n",
    "    return exp_z / exp_z.sum(axis=0)\n",
    "\n",
    "def relu(x):\n",
    "    return max(0, x)\n",
    "\n",
    "# ATTENTION\n",
    "# wqk = np.dot(model.params['transformer/layer_0/attn/query']['w'], model.params['transformer/layer_0/attn/key']['w'].transpose())\n",
    "# wov = np.dot(model.params['transformer/layer_0/attn/value']['w'], model.params['transformer/layer_0/attn/linear']['w'])\n",
    "# wqk_out = np.dot(wqk, out.input_embeddings[0].transpose())\n",
    "# wov_out = np.dot(wov.transpose(), out.input_embeddings[0].transpose())\n",
    "\n",
    "k = np.dot(out.input_embeddings[0], model.params['transformer/layer_0/attn/key']['w'])\n",
    "print(k)\n",
    "q = np.dot(out.input_embeddings[0], model.params['transformer/layer_0/attn/query']['w'])\n",
    "print(q)\n",
    "v = np.dot(out.input_embeddings[0], model.params['transformer/layer_0/attn/value']['w'])\n",
    "z = np.dot(q, k.transpose()) + v\n",
    "print(z)\n",
    "out_attn1 = np.dot(model.params['transformer/layer_0/attn/linear']['w'].transpose(), z.transpose())\n",
    "out_attn1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(19, 12)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'b': Array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.], dtype=float32),\n",
       " 'w': Array([[  0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "           0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "           0.      ,   0.      ],\n",
       "        [  0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "           0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "           0.      ,   0.      ],\n",
       "        [  0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "           0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "           0.      ,   0.      ],\n",
       "        [  0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "           0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "           0.      ,   0.      ],\n",
       "        [  0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "           0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "           0.      ,   0.      ],\n",
       "        [  0.      , -17.333334, -18.333334, -21.5     , -22.5     ,\n",
       "         -28.166666, -29.166666, -40.666668, -41.666668, -74.      ,\n",
       "         -75.      ,   1.      ],\n",
       "        [  0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "           0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "           0.      ,   0.      ],\n",
       "        [  0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "           0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "           0.      ,   0.      ],\n",
       "        [  0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "           0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "           0.      ,   0.      ],\n",
       "        [  0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "           0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "           0.      ,   0.      ],\n",
       "        [  0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "           0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "           0.      ,   0.      ],\n",
       "        [  0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "           0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "           0.      ,   0.      ],\n",
       "        [  0.      , 100.      , 100.      , 100.      , 100.      ,\n",
       "         100.      , 100.      , 100.      , 100.      , 100.      ,\n",
       "         100.      ,   0.      ],\n",
       "        [  1.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "           0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "           0.      ,   0.      ],\n",
       "        [  0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "           0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "           0.      ,   0.      ],\n",
       "        [  0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "           0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "           0.      ,   0.      ],\n",
       "        [  0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "           0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "           0.      ,   0.      ],\n",
       "        [  0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "           0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "           0.      ,   0.      ],\n",
       "        [  0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "           0.      ,   0.      ,   0.      ,   0.      ,   0.      ,\n",
       "           0.      ,   0.      ]], dtype=float32)}"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(model.params['transformer/layer_0/mlp/linear_1']['w'].shape)\n",
    "model.params['transformer/layer_0/mlp/linear_1']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(12, 19)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'b': Array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "        0., 0.], dtype=float32),\n",
       " 'w': Array([[ 0.,  0.,  0.,  0.,  0.,  0., -1.,  0.,  0.,  0.,  0.,  0., -1.,\n",
       "          0.,  0.,  0.,  0.,  0.,  0.],\n",
       "        [ 0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  1., -1.,  0.,\n",
       "          0.,  0.,  0.,  0.,  0.,  0.],\n",
       "        [ 0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0., -1.,  1.,  0.,\n",
       "          0.,  0.,  0.,  0.,  0.,  0.],\n",
       "        [ 0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  1., -1.,  0.,  0.,\n",
       "          0.,  0.,  0.,  0.,  0.,  0.],\n",
       "        [ 0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0., -1.,  1.,  0.,  0.,\n",
       "          0.,  0.,  0.,  0.,  0.,  0.],\n",
       "        [ 0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  1., -1.,  0.,  0.,  0.,\n",
       "          0.,  0.,  0.,  0.,  0.,  0.],\n",
       "        [ 0.,  0.,  0.,  0.,  0.,  0.,  0.,  0., -1.,  1.,  0.,  0.,  0.,\n",
       "          0.,  0.,  0.,  0.,  0.,  0.],\n",
       "        [ 0.,  0.,  0.,  0.,  0.,  0.,  0.,  1., -1.,  0.,  0.,  0.,  0.,\n",
       "          0.,  0.,  0.,  0.,  0.,  0.],\n",
       "        [ 0.,  0.,  0.,  0.,  0.,  0.,  0., -1.,  1.,  0.,  0.,  0.,  0.,\n",
       "          0.,  0.,  0.,  0.,  0.,  0.],\n",
       "        [ 0.,  0.,  0.,  0.,  0.,  0.,  1., -1.,  0.,  0.,  0.,  0.,  0.,\n",
       "          0.,  0.,  0.,  0.,  0.,  0.],\n",
       "        [ 0.,  0.,  0.,  0.,  0.,  0., -1.,  1.,  0.,  0.,  0.,  0.,  0.,\n",
       "          0.,  0.,  0.,  0.,  0.,  0.],\n",
       "        [ 0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  1.,  0.,\n",
       "          0.,  0.,  0.,  0.,  0.,  0.]], dtype=float32)}"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(model.params['transformer/layer_0/mlp/linear_2']['w'].shape)\n",
    "model.params['transformer/layer_0/mlp/linear_2']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0.]], dtype=float32)"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# mlp output\n",
    "mlp1 = np.maximum(0, np.dot(model.params['transformer/layer_0/mlp/linear_1']['w'], embed + out_attn1))             \n",
    "mlp2 = np.maximum(0, np.dot(mlp1, model.params['transformer/layer_0/mlp/linear_2']['w']))\n",
    "# mlp_out = np.dot(np.dot(out_attn1 + embed, model.params['transformer/layer_0/mlp/linear_1']['w']), model.params['transformer/layer_0/mlp/linear_2']['w'])\n",
    "mlp_out = mlp2 + embed \n",
    "mlp_out.transpose()\n",
    "\n",
    "# mlp1_out = np.dot(out_attn1, model.params['transformer/layer_0/mlp/linear_1']['w'])\n",
    "# mlp1_out.transpose()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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