f3668f5010bca2cae54034de4ec78de2bcb9f25c80d388c5fd953dfca74c0ad3

trainer-v4-unit-test/trainer-v4-unit-test/model-init.ipynb

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+{
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+    "tags": []
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+   "source": [
+    "# Model Init\n",
+    "\n",
+    "Test that the model init code, runs without issues\n",
+    "\n",
+    "**L6-D512 model with**\n",
+    "- Layer count: 6\n",
+    "- Embed size: 512"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
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+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "## Preparing the init model and test dataset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "a6979aad",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-08-23T10:30:31.389495Z",
+     "iopub.status.busy": "2023-08-23T10:30:31.388151Z",
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+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# First lets setup the various directories\n",
+    "!mkdir -p ../../model/\n",
+    "!mkdir -p ../../datapath/\n",
+    "!mkdir -p ../../checkpoint/"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "831f03fd",
+   "metadata": {
+    "execution": {
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+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[2023-08-23 10:30:36,724] [INFO] [real_accelerator.py:133:get_accelerator] Setting ds_accelerator to cuda (auto detect)\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[RWKV.model] Running RWKV model using 'torch-jit' with torch '2.0.1+cu118'\r\n",
+      "---- Initializing model ----\r\n",
+      "No of layers: 6\r\n",
+      "Embedding size: 512\r\n",
+      "Output model path: ../model/L6-D512-neox-init.pth\r\n",
+      "Vocab size: 50277\r\n",
+      "Note: this process takes a significant time (and ram) for large models\r\n",
+      "---- ----- ----\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Using /root/.cache/torch_extensions/py310_cu118 as PyTorch extensions root...\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected CUDA files, patching ldflags\r\n",
+      "Emitting ninja build file /root/.cache/torch_extensions/py310_cu118/wkv_1_bf16/build.ninja...\r\n",
+      "Building extension module wkv_1_bf16...\r\n",
+      "Allowing ninja to set a default number of workers... (overridable by setting the environment variable MAX_JOBS=N)\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ninja: no work to do.\r\n",
+      "Loading extension module wkv_1_bf16...\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[RWKV.model]: Finished initial model load\r\n",
+      "50277 512   -0.0001 emb.weight\r\n"
+     ]
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+     ]
+    },
+    {
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+      "512   512   0    blocks.5.att.output.weight\r\n"
+     ]
+    },
+    {
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+     "output_type": "stream",
+     "text": [
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+    {
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+     "text": [
+      "50277 512   0.5  head.weight\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Lets initialized the L6-D512 model with the init_model.py code\n",
+    "!cd ../../RWKV-v4neo/ && python3 init_model.py --n_layer 6 --n_embd 512 --vocab_size neox ../model/L6-D512-neox-init.pth"
+   ]
+  }
+ ],
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