[GHA] trainer-v4-unit-test/model-init.ipynb result notebooks
#2
by
picocreator
- opened
actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/notebook/trainer-v4-unit-test/trainer-v4-unit-test/model-init.ipynb
ADDED
@@ -0,0 +1,300 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"cells": [
|
3 |
+
{
|
4 |
+
"attachments": {},
|
5 |
+
"cell_type": "markdown",
|
6 |
+
"id": "a6359476",
|
7 |
+
"metadata": {
|
8 |
+
"papermill": {
|
9 |
+
"duration": 0.002323,
|
10 |
+
"end_time": "2023-08-23T10:26:43.282956",
|
11 |
+
"exception": false,
|
12 |
+
"start_time": "2023-08-23T10:26:43.280633",
|
13 |
+
"status": "completed"
|
14 |
+
},
|
15 |
+
"tags": []
|
16 |
+
},
|
17 |
+
"source": [
|
18 |
+
"# Model Init\n",
|
19 |
+
"\n",
|
20 |
+
"Test that the model init code, runs without issues\n",
|
21 |
+
"\n",
|
22 |
+
"**L6-D512 model with**\n",
|
23 |
+
"- Layer count: 6\n",
|
24 |
+
"- Embed size: 512"
|
25 |
+
]
|
26 |
+
},
|
27 |
+
{
|
28 |
+
"attachments": {},
|
29 |
+
"cell_type": "markdown",
|
30 |
+
"id": "6c73e486",
|
31 |
+
"metadata": {
|
32 |
+
"notebookRunGroups": {
|
33 |
+
"groupValue": ""
|
34 |
+
},
|
35 |
+
"papermill": {
|
36 |
+
"duration": 0.001515,
|
37 |
+
"end_time": "2023-08-23T10:26:43.286466",
|
38 |
+
"exception": false,
|
39 |
+
"start_time": "2023-08-23T10:26:43.284951",
|
40 |
+
"status": "completed"
|
41 |
+
},
|
42 |
+
"tags": []
|
43 |
+
},
|
44 |
+
"source": [
|
45 |
+
"## Preparing the init model and test dataset"
|
46 |
+
]
|
47 |
+
},
|
48 |
+
{
|
49 |
+
"cell_type": "code",
|
50 |
+
"execution_count": 1,
|
51 |
+
"id": "fcface89",
|
52 |
+
"metadata": {
|
53 |
+
"execution": {
|
54 |
+
"iopub.execute_input": "2023-08-23T10:26:43.291673Z",
|
55 |
+
"iopub.status.busy": "2023-08-23T10:26:43.291157Z",
|
56 |
+
"iopub.status.idle": "2023-08-23T10:26:44.037056Z",
|
57 |
+
"shell.execute_reply": "2023-08-23T10:26:44.036039Z"
|
58 |
+
},
|
59 |
+
"papermill": {
|
60 |
+
"duration": 0.751285,
|
61 |
+
"end_time": "2023-08-23T10:26:44.039482",
|
62 |
+
"exception": false,
|
63 |
+
"start_time": "2023-08-23T10:26:43.288197",
|
64 |
+
"status": "completed"
|
65 |
+
},
|
66 |
+
"tags": []
|
67 |
+
},
|
68 |
+
"outputs": [],
|
69 |
+
"source": [
|
70 |
+
"# First lets setup the various directories\n",
|
71 |
+
"!mkdir -p ../../model/\n",
|
72 |
+
"!mkdir -p ../../datapath/\n",
|
73 |
+
"!mkdir -p ../../checkpoint/"
|
74 |
+
]
|
75 |
+
},
|
76 |
+
{
|
77 |
+
"cell_type": "code",
|
78 |
+
"execution_count": 2,
|
79 |
+
"id": "b747f284",
|
80 |
+
"metadata": {
|
81 |
+
"execution": {
|
82 |
+
"iopub.execute_input": "2023-08-23T10:26:44.045133Z",
|
83 |
+
"iopub.status.busy": "2023-08-23T10:26:44.044626Z",
|
84 |
+
"iopub.status.idle": "2023-08-23T10:26:53.053696Z",
|
85 |
+
"shell.execute_reply": "2023-08-23T10:26:53.052569Z"
|
86 |
+
},
|
87 |
+
"papermill": {
|
88 |
+
"duration": 9.015161,
|
89 |
+
"end_time": "2023-08-23T10:26:53.056640",
|
90 |
+
"exception": false,
|
91 |
+
"start_time": "2023-08-23T10:26:44.041479",
|
92 |
+
"status": "completed"
|
93 |
+
},
|
94 |
+
"tags": []
|
95 |
+
},
|
96 |
+
"outputs": [
|
97 |
+
{
|
98 |
+
"name": "stdout",
|
99 |
+
"output_type": "stream",
|
100 |
+
"text": [
|
101 |
+
"[2023-08-23 10:26:48,317] [INFO] [real_accelerator.py:133:get_accelerator] Setting ds_accelerator to cuda (auto detect)\r\n"
|
102 |
+
]
|
103 |
+
},
|
104 |
+
{
|
105 |
+
"name": "stdout",
|
106 |
+
"output_type": "stream",
|
107 |
+
"text": [
|
108 |
+
"[RWKV.model] Running RWKV model using 'torch-jit' with torch '2.0.1+cu118'\r\n"
|
109 |
+
]
|
110 |
+
},
|
111 |
+
{
|
112 |
+
"name": "stdout",
|
113 |
+
"output_type": "stream",
|
114 |
+
"text": [
|
115 |
+
"---- Initializing model ----\r\n",
|
116 |
+
"No of layers: 6\r\n",
|
117 |
+
"Embedding size: 512\r\n",
|
118 |
+
"Output model path: ../model/L6-D512-neox-init.pth\r\n",
|
119 |
+
"Vocab size: 50277\r\n",
|
120 |
+
"Note: this process takes a significant time (and ram) for large models\r\n",
|
121 |
+
"---- ----- ----\r\n"
|
122 |
+
]
|
123 |
+
},
|
124 |
+
{
|
125 |
+
"name": "stdout",
|
126 |
+
"output_type": "stream",
|
127 |
+
"text": [
|
128 |
+
"Using /root/.cache/torch_extensions/py310_cu118 as PyTorch extensions root...\r\n"
|
129 |
+
]
|
130 |
+
},
|
131 |
+
{
|
132 |
+
"name": "stdout",
|
133 |
+
"output_type": "stream",
|
134 |
+
"text": [
|
135 |
+
"Detected CUDA files, patching ldflags\r\n",
|
136 |
+
"Emitting ninja build file /root/.cache/torch_extensions/py310_cu118/wkv_1_bf16/build.ninja...\r\n"
|
137 |
+
]
|
138 |
+
},
|
139 |
+
{
|
140 |
+
"name": "stdout",
|
141 |
+
"output_type": "stream",
|
142 |
+
"text": [
|
143 |
+
"Building extension module wkv_1_bf16...\r\n",
|
144 |
+
"Allowing ninja to set a default number of workers... (overridable by setting the environment variable MAX_JOBS=N)\r\n",
|
145 |
+
"ninja: no work to do.\r\n",
|
146 |
+
"Loading extension module wkv_1_bf16...\r\n"
|
147 |
+
]
|
148 |
+
},
|
149 |
+
{
|
150 |
+
"name": "stdout",
|
151 |
+
"output_type": "stream",
|
152 |
+
"text": [
|
153 |
+
"[RWKV.model]: Finished initial model load\r\n",
|
154 |
+
"50277 512 -0.0001 emb.weight\r\n"
|
155 |
+
]
|
156 |
+
},
|
157 |
+
{
|
158 |
+
"name": "stdout",
|
159 |
+
"output_type": "stream",
|
160 |
+
"text": [
|
161 |
+
"512 512 0 blocks.0.att.key.weight\r\n",
|
162 |
+
"512 512 1.0 blocks.0.att.value.weight\r\n",
|
163 |
+
"512 512 0 blocks.0.att.receptance.weight\r\n",
|
164 |
+
"512 512 0 blocks.0.att.output.weight\r\n",
|
165 |
+
"2048 512 1.0 blocks.0.ffn.key.weight\r\n"
|
166 |
+
]
|
167 |
+
},
|
168 |
+
{
|
169 |
+
"name": "stdout",
|
170 |
+
"output_type": "stream",
|
171 |
+
"text": [
|
172 |
+
"512 512 0 blocks.0.ffn.receptance.weight\r\n",
|
173 |
+
"512 2048 0 blocks.0.ffn.value.weight\r\n",
|
174 |
+
"512 512 0 blocks.1.att.key.weight\r\n",
|
175 |
+
"512 512 1.0 blocks.1.att.value.weight\r\n"
|
176 |
+
]
|
177 |
+
},
|
178 |
+
{
|
179 |
+
"name": "stdout",
|
180 |
+
"output_type": "stream",
|
181 |
+
"text": [
|
182 |
+
"512 512 0 blocks.1.att.receptance.weight\r\n",
|
183 |
+
"512 512 0 blocks.1.att.output.weight\r\n",
|
184 |
+
"2048 512 1.0 blocks.1.ffn.key.weight\r\n"
|
185 |
+
]
|
186 |
+
},
|
187 |
+
{
|
188 |
+
"name": "stdout",
|
189 |
+
"output_type": "stream",
|
190 |
+
"text": [
|
191 |
+
"512 512 0 blocks.1.ffn.receptance.weight\r\n",
|
192 |
+
"512 2048 0 blocks.1.ffn.value.weight\r\n",
|
193 |
+
"512 512 0 blocks.2.att.key.weight\r\n",
|
194 |
+
"512 512 1.0 blocks.2.att.value.weight\r\n",
|
195 |
+
"512 512 0 blocks.2.att.receptance.weight\r\n",
|
196 |
+
"512 512 0 blocks.2.att.output.weight\r\n",
|
197 |
+
"2048 512 1.0 blocks.2.ffn.key.weight\r\n"
|
198 |
+
]
|
199 |
+
},
|
200 |
+
{
|
201 |
+
"name": "stdout",
|
202 |
+
"output_type": "stream",
|
203 |
+
"text": [
|
204 |
+
"512 512 0 blocks.2.ffn.receptance.weight\r\n",
|
205 |
+
"512 2048 0 blocks.2.ffn.value.weight\r\n",
|
206 |
+
"512 512 0 blocks.3.att.key.weight\r\n",
|
207 |
+
"512 512 1.0 blocks.3.att.value.weight\r\n"
|
208 |
+
]
|
209 |
+
},
|
210 |
+
{
|
211 |
+
"name": "stdout",
|
212 |
+
"output_type": "stream",
|
213 |
+
"text": [
|
214 |
+
"512 512 0 blocks.3.att.receptance.weight\r\n",
|
215 |
+
"512 512 0 blocks.3.att.output.weight\r\n",
|
216 |
+
"2048 512 1.0 blocks.3.ffn.key.weight\r\n"
|
217 |
+
]
|
218 |
+
},
|
219 |
+
{
|
220 |
+
"name": "stdout",
|
221 |
+
"output_type": "stream",
|
222 |
+
"text": [
|
223 |
+
"512 512 0 blocks.3.ffn.receptance.weight\r\n",
|
224 |
+
"512 2048 0 blocks.3.ffn.value.weight\r\n",
|
225 |
+
"512 512 0 blocks.4.att.key.weight\r\n",
|
226 |
+
"512 512 1.0 blocks.4.att.value.weight\r\n",
|
227 |
+
"512 512 0 blocks.4.att.receptance.weight\r\n",
|
228 |
+
"512 512 0 blocks.4.att.output.weight\r\n",
|
229 |
+
"2048 512 1.0 blocks.4.ffn.key.weight\r\n"
|
230 |
+
]
|
231 |
+
},
|
232 |
+
{
|
233 |
+
"name": "stdout",
|
234 |
+
"output_type": "stream",
|
235 |
+
"text": [
|
236 |
+
"512 512 0 blocks.4.ffn.receptance.weight\r\n",
|
237 |
+
"512 2048 0 blocks.4.ffn.value.weight\r\n",
|
238 |
+
"512 512 0 blocks.5.att.key.weight\r\n",
|
239 |
+
"512 512 1.0 blocks.5.att.value.weight\r\n"
|
240 |
+
]
|
241 |
+
},
|
242 |
+
{
|
243 |
+
"name": "stdout",
|
244 |
+
"output_type": "stream",
|
245 |
+
"text": [
|
246 |
+
"512 512 0 blocks.5.att.receptance.weight\r\n",
|
247 |
+
"512 512 0 blocks.5.att.output.weight\r\n",
|
248 |
+
"2048 512 1.0 blocks.5.ffn.key.weight\r\n"
|
249 |
+
]
|
250 |
+
},
|
251 |
+
{
|
252 |
+
"name": "stdout",
|
253 |
+
"output_type": "stream",
|
254 |
+
"text": [
|
255 |
+
"512 512 0 blocks.5.ffn.receptance.weight\r\n",
|
256 |
+
"512 2048 0 blocks.5.ffn.value.weight\r\n",
|
257 |
+
"50277 512 0.5 head.weight\r\n"
|
258 |
+
]
|
259 |
+
}
|
260 |
+
],
|
261 |
+
"source": [
|
262 |
+
"# Lets initialized the L6-D512 model with the init_model.py code\n",
|
263 |
+
"!cd ../../RWKV-v4neo/ && python3 init_model.py --n_layer 6 --n_embd 512 --vocab_size neox ../model/L6-D512-neox-init.pth"
|
264 |
+
]
|
265 |
+
}
|
266 |
+
],
|
267 |
+
"metadata": {
|
268 |
+
"kernelspec": {
|
269 |
+
"display_name": "rwkv-exp",
|
270 |
+
"language": "python",
|
271 |
+
"name": "python3"
|
272 |
+
},
|
273 |
+
"language_info": {
|
274 |
+
"codemirror_mode": {
|
275 |
+
"name": "ipython",
|
276 |
+
"version": 3
|
277 |
+
},
|
278 |
+
"file_extension": ".py",
|
279 |
+
"mimetype": "text/x-python",
|
280 |
+
"name": "python",
|
281 |
+
"nbconvert_exporter": "python",
|
282 |
+
"pygments_lexer": "ipython3",
|
283 |
+
"version": "3.10.12"
|
284 |
+
},
|
285 |
+
"papermill": {
|
286 |
+
"default_parameters": {},
|
287 |
+
"duration": 11.337437,
|
288 |
+
"end_time": "2023-08-23T10:26:53.383943",
|
289 |
+
"environment_variables": {},
|
290 |
+
"exception": null,
|
291 |
+
"input_path": "/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/notebook/trainer-v4-unit-test/model-init.ipynb",
|
292 |
+
"output_path": "/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/output/trainer-v4-unit-test/model-init.ipynb",
|
293 |
+
"parameters": {},
|
294 |
+
"start_time": "2023-08-23T10:26:42.046506",
|
295 |
+
"version": "2.4.0"
|
296 |
+
}
|
297 |
+
},
|
298 |
+
"nbformat": 4,
|
299 |
+
"nbformat_minor": 5
|
300 |
+
}
|