Commit
·
3cd4057
1
Parent(s):
9a1c54c
[GHA] trainer-v4-unit-test/model-init.ipynb result notebooks (#4)
Browse files- f3668f5010bca2cae54034de4ec78de2bcb9f25c80d388c5fd953dfca74c0ad3 (57aef46dcde17be24c3f4964124cee53891bba2a)
trainer-v4-unit-test/trainer-v4-unit-test/model-init.ipynb
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| 1 |
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{
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| 2 |
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"cells": [
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{
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| 4 |
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"attachments": {},
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| 5 |
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"cell_type": "markdown",
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"id": "f8d0f2a8",
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"metadata": {
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+
"papermill": {
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| 9 |
+
"duration": 0.001857,
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+
"end_time": "2023-08-23T10:30:31.380683",
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"exception": false,
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"start_time": "2023-08-23T10:30:31.378826",
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"status": "completed"
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},
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"tags": []
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},
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"source": [
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"# Model Init\n",
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"\n",
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"Test that the model init code, runs without issues\n",
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"\n",
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"**L6-D512 model with**\n",
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"- Layer count: 6\n",
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"- Embed size: 512"
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]
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},
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{
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"attachments": {},
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"cell_type": "markdown",
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"id": "5877c2a8",
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"metadata": {
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"notebookRunGroups": {
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"groupValue": ""
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},
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"papermill": {
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"duration": 0.001252,
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| 37 |
+
"end_time": "2023-08-23T10:30:31.383486",
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"exception": false,
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| 39 |
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"start_time": "2023-08-23T10:30:31.382234",
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"status": "completed"
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| 41 |
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},
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"tags": []
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},
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"source": [
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"## Preparing the init model and test dataset"
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]
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},
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| 48 |
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{
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"cell_type": "code",
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"execution_count": 1,
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| 51 |
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"id": "a6979aad",
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| 52 |
+
"metadata": {
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| 53 |
+
"execution": {
|
| 54 |
+
"iopub.execute_input": "2023-08-23T10:30:31.389495Z",
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| 55 |
+
"iopub.status.busy": "2023-08-23T10:30:31.388151Z",
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| 56 |
+
"iopub.status.idle": "2023-08-23T10:30:32.146278Z",
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| 57 |
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"shell.execute_reply": "2023-08-23T10:30:32.144823Z"
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| 58 |
+
},
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| 59 |
+
"papermill": {
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| 60 |
+
"duration": 0.76389,
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| 61 |
+
"end_time": "2023-08-23T10:30:32.148710",
|
| 62 |
+
"exception": false,
|
| 63 |
+
"start_time": "2023-08-23T10:30:31.384820",
|
| 64 |
+
"status": "completed"
|
| 65 |
+
},
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| 66 |
+
"tags": []
|
| 67 |
+
},
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| 68 |
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"outputs": [],
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| 69 |
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"source": [
|
| 70 |
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"# First lets setup the various directories\n",
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| 71 |
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"!mkdir -p ../../model/\n",
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| 72 |
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"!mkdir -p ../../datapath/\n",
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"!mkdir -p ../../checkpoint/"
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| 74 |
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]
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| 75 |
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},
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| 76 |
+
{
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| 77 |
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"cell_type": "code",
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| 78 |
+
"execution_count": 2,
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| 79 |
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"id": "831f03fd",
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| 80 |
+
"metadata": {
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| 81 |
+
"execution": {
|
| 82 |
+
"iopub.execute_input": "2023-08-23T10:30:32.155121Z",
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| 83 |
+
"iopub.status.busy": "2023-08-23T10:30:32.153892Z",
|
| 84 |
+
"iopub.status.idle": "2023-08-23T10:30:41.918539Z",
|
| 85 |
+
"shell.execute_reply": "2023-08-23T10:30:41.917396Z"
|
| 86 |
+
},
|
| 87 |
+
"papermill": {
|
| 88 |
+
"duration": 9.770776,
|
| 89 |
+
"end_time": "2023-08-23T10:30:41.921168",
|
| 90 |
+
"exception": false,
|
| 91 |
+
"start_time": "2023-08-23T10:30:32.150392",
|
| 92 |
+
"status": "completed"
|
| 93 |
+
},
|
| 94 |
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"tags": []
|
| 95 |
+
},
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| 96 |
+
"outputs": [
|
| 97 |
+
{
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| 98 |
+
"name": "stdout",
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| 99 |
+
"output_type": "stream",
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| 100 |
+
"text": [
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| 101 |
+
"[2023-08-23 10:30:36,724] [INFO] [real_accelerator.py:133:get_accelerator] Setting ds_accelerator to cuda (auto detect)\r\n"
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| 102 |
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]
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| 103 |
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},
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| 104 |
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{
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| 105 |
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"name": "stdout",
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| 106 |
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"output_type": "stream",
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| 107 |
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"text": [
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| 108 |
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"[RWKV.model] Running RWKV model using 'torch-jit' with torch '2.0.1+cu118'\r\n",
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| 109 |
+
"---- Initializing model ----\r\n",
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| 110 |
+
"No of layers: 6\r\n",
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| 111 |
+
"Embedding size: 512\r\n",
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| 112 |
+
"Output model path: ../model/L6-D512-neox-init.pth\r\n",
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| 113 |
+
"Vocab size: 50277\r\n",
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| 114 |
+
"Note: this process takes a significant time (and ram) for large models\r\n",
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| 115 |
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"---- ----- ----\r\n"
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| 116 |
+
]
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| 117 |
+
},
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| 118 |
+
{
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| 119 |
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"name": "stdout",
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| 120 |
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"output_type": "stream",
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| 121 |
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"text": [
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| 122 |
+
"Using /root/.cache/torch_extensions/py310_cu118 as PyTorch extensions root...\r\n"
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| 123 |
+
]
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| 124 |
+
},
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| 125 |
+
{
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| 126 |
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"name": "stdout",
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| 127 |
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"output_type": "stream",
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| 128 |
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"text": [
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| 129 |
+
"Detected CUDA files, patching ldflags\r\n",
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| 130 |
+
"Emitting ninja build file /root/.cache/torch_extensions/py310_cu118/wkv_1_bf16/build.ninja...\r\n",
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| 131 |
+
"Building extension module wkv_1_bf16...\r\n",
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| 132 |
+
"Allowing ninja to set a default number of workers... (overridable by setting the environment variable MAX_JOBS=N)\r\n"
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| 133 |
+
]
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| 134 |
+
},
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| 135 |
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{
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| 136 |
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"name": "stdout",
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| 137 |
+
"output_type": "stream",
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| 138 |
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"text": [
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| 139 |
+
"ninja: no work to do.\r\n",
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| 140 |
+
"Loading extension module wkv_1_bf16...\r\n"
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| 141 |
+
]
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| 142 |
+
},
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| 143 |
+
{
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| 144 |
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"name": "stdout",
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| 145 |
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"output_type": "stream",
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| 146 |
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"text": [
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| 147 |
+
"[RWKV.model]: Finished initial model load\r\n",
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| 148 |
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"50277 512 -0.0001 emb.weight\r\n"
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| 149 |
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]
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| 150 |
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},
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| 151 |
+
{
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| 152 |
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"name": "stdout",
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| 153 |
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"output_type": "stream",
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"text": [
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| 155 |
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"512 512 0 blocks.0.att.key.weight\r\n",
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| 156 |
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"512 512 1.0 blocks.0.att.value.weight\r\n",
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| 157 |
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"512 512 0 blocks.0.att.receptance.weight\r\n",
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| 158 |
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"512 512 0 blocks.0.att.output.weight\r\n",
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"2048 512 1.0 blocks.0.ffn.key.weight\r\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"512 512 0 blocks.0.ffn.receptance.weight\r\n",
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| 167 |
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"512 2048 0 blocks.0.ffn.value.weight\r\n",
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| 168 |
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"512 512 0 blocks.1.att.key.weight\r\n",
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"512 512 1.0 blocks.1.att.value.weight\r\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"512 512 0 blocks.1.att.receptance.weight\r\n",
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"512 512 0 blocks.1.att.output.weight\r\n",
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"2048 512 1.0 blocks.1.ffn.key.weight\r\n"
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"512 512 0 blocks.1.ffn.receptance.weight\r\n",
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"512 2048 0 blocks.1.ffn.value.weight\r\n",
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"512 512 0 blocks.2.att.key.weight\r\n",
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"512 512 1.0 blocks.2.att.value.weight\r\n",
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"512 512 0 blocks.2.att.receptance.weight\r\n",
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"512 512 0 blocks.2.att.output.weight\r\n",
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"2048 512 1.0 blocks.2.ffn.key.weight\r\n"
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"text": [
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"512 512 0 blocks.2.ffn.receptance.weight\r\n",
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"512 2048 0 blocks.2.ffn.value.weight\r\n",
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"512 512 0 blocks.3.att.key.weight\r\n",
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"512 512 1.0 blocks.3.att.value.weight\r\n"
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"name": "stdout",
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"text": [
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"512 512 0 blocks.3.att.receptance.weight\r\n",
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"512 512 0 blocks.3.att.output.weight\r\n",
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"2048 512 1.0 blocks.3.ffn.key.weight\r\n",
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"512 512 0 blocks.3.ffn.receptance.weight\r\n",
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"512 2048 0 blocks.3.ffn.value.weight\r\n"
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"512 512 0 blocks.4.att.receptance.weight\r\n",
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"512 512 0 blocks.4.att.output.weight\r\n",
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"512 512 0 blocks.4.ffn.receptance.weight\r\n",
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"512 2048 0 blocks.4.ffn.value.weight\r\n",
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"512 512 0 blocks.5.att.key.weight\r\n",
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"512 512 1.0 blocks.5.att.value.weight\r\n",
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"512 512 0 blocks.5.att.receptance.weight\r\n",
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"512 512 0 blocks.5.att.output.weight\r\n"
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{
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| 239 |
+
"name": "stdout",
|
| 240 |
+
"output_type": "stream",
|
| 241 |
+
"text": [
|
| 242 |
+
"2048 512 1.0 blocks.5.ffn.key.weight\r\n",
|
| 243 |
+
"512 512 0 blocks.5.ffn.receptance.weight\r\n",
|
| 244 |
+
"512 2048 0 blocks.5.ffn.value.weight\r\n"
|
| 245 |
+
]
|
| 246 |
+
},
|
| 247 |
+
{
|
| 248 |
+
"name": "stdout",
|
| 249 |
+
"output_type": "stream",
|
| 250 |
+
"text": [
|
| 251 |
+
"50277 512 0.5 head.weight\r\n"
|
| 252 |
+
]
|
| 253 |
+
}
|
| 254 |
+
],
|
| 255 |
+
"source": [
|
| 256 |
+
"# Lets initialized the L6-D512 model with the init_model.py code\n",
|
| 257 |
+
"!cd ../../RWKV-v4neo/ && python3 init_model.py --n_layer 6 --n_embd 512 --vocab_size neox ../model/L6-D512-neox-init.pth"
|
| 258 |
+
]
|
| 259 |
+
}
|
| 260 |
+
],
|
| 261 |
+
"metadata": {
|
| 262 |
+
"kernelspec": {
|
| 263 |
+
"display_name": "rwkv-exp",
|
| 264 |
+
"language": "python",
|
| 265 |
+
"name": "python3"
|
| 266 |
+
},
|
| 267 |
+
"language_info": {
|
| 268 |
+
"codemirror_mode": {
|
| 269 |
+
"name": "ipython",
|
| 270 |
+
"version": 3
|
| 271 |
+
},
|
| 272 |
+
"file_extension": ".py",
|
| 273 |
+
"mimetype": "text/x-python",
|
| 274 |
+
"name": "python",
|
| 275 |
+
"nbconvert_exporter": "python",
|
| 276 |
+
"pygments_lexer": "ipython3",
|
| 277 |
+
"version": "3.10.12"
|
| 278 |
+
},
|
| 279 |
+
"papermill": {
|
| 280 |
+
"default_parameters": {},
|
| 281 |
+
"duration": 12.324741,
|
| 282 |
+
"end_time": "2023-08-23T10:30:42.347605",
|
| 283 |
+
"environment_variables": {},
|
| 284 |
+
"exception": null,
|
| 285 |
+
"input_path": "/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/notebook/trainer-v4-unit-test/model-init.ipynb",
|
| 286 |
+
"output_path": "/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/output/trainer-v4-unit-test/model-init.ipynb",
|
| 287 |
+
"parameters": {},
|
| 288 |
+
"start_time": "2023-08-23T10:30:30.022864",
|
| 289 |
+
"version": "2.4.0"
|
| 290 |
+
}
|
| 291 |
+
},
|
| 292 |
+
"nbformat": 4,
|
| 293 |
+
"nbformat_minor": 5
|
| 294 |
+
}
|