Commit
•
bb3a977
1
Parent(s):
985ba37
[GHA] experiment/rwkv-x-exp/multi-size-train/v5-L6-D2048-part1.ipynb result notebook & reports (#165)
Browse files- 9f942c95f693bd4e3f53fac4ddf2b42f01533af8281ff8513ca0df539b8cf746 (ba7a844bd2bd19fb09608f95cd102c378b1dab88)
experiment/rwkv-x-exp/multi-size-train/v5-L6-D2048-part1.ipynb
ADDED
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1 |
+
{
|
2 |
+
"cells": [
|
3 |
+
{
|
4 |
+
"attachments": {},
|
5 |
+
"cell_type": "markdown",
|
6 |
+
"id": "f5ebb021",
|
7 |
+
"metadata": {
|
8 |
+
"papermill": {
|
9 |
+
"duration": 0.002819,
|
10 |
+
"end_time": "2023-09-29T04:50:11.669839",
|
11 |
+
"exception": false,
|
12 |
+
"start_time": "2023-09-29T04:50:11.667020",
|
13 |
+
"status": "completed"
|
14 |
+
},
|
15 |
+
"tags": []
|
16 |
+
},
|
17 |
+
"source": [
|
18 |
+
"# RWKV v5 multi-size training experiment\n",
|
19 |
+
"\n",
|
20 |
+
"**Note:** This project assumes you have the rwkv-infctx conda env setup"
|
21 |
+
]
|
22 |
+
},
|
23 |
+
{
|
24 |
+
"attachments": {},
|
25 |
+
"cell_type": "markdown",
|
26 |
+
"id": "6e6abc3f",
|
27 |
+
"metadata": {
|
28 |
+
"papermill": {
|
29 |
+
"duration": 0.00214,
|
30 |
+
"end_time": "2023-09-29T04:50:11.676239",
|
31 |
+
"exception": false,
|
32 |
+
"start_time": "2023-09-29T04:50:11.674099",
|
33 |
+
"status": "completed"
|
34 |
+
},
|
35 |
+
"tags": []
|
36 |
+
},
|
37 |
+
"source": [
|
38 |
+
"# Basic Setup"
|
39 |
+
]
|
40 |
+
},
|
41 |
+
{
|
42 |
+
"cell_type": "code",
|
43 |
+
"execution_count": 1,
|
44 |
+
"id": "3d2405bd",
|
45 |
+
"metadata": {
|
46 |
+
"execution": {
|
47 |
+
"iopub.execute_input": "2023-09-29T04:50:11.682830Z",
|
48 |
+
"iopub.status.busy": "2023-09-29T04:50:11.682139Z",
|
49 |
+
"iopub.status.idle": "2023-09-29T04:50:12.432460Z",
|
50 |
+
"shell.execute_reply": "2023-09-29T04:50:12.431486Z"
|
51 |
+
},
|
52 |
+
"papermill": {
|
53 |
+
"duration": 0.756299,
|
54 |
+
"end_time": "2023-09-29T04:50:12.434815",
|
55 |
+
"exception": false,
|
56 |
+
"start_time": "2023-09-29T04:50:11.678516",
|
57 |
+
"status": "completed"
|
58 |
+
},
|
59 |
+
"tags": []
|
60 |
+
},
|
61 |
+
"outputs": [],
|
62 |
+
"source": [
|
63 |
+
"# First lets setup the various directories, and init the model\n",
|
64 |
+
"!mkdir -p ../../../../model/\n",
|
65 |
+
"!mkdir -p ../../../../datapath/\n",
|
66 |
+
"!mkdir -p ../../../../checkpoint/"
|
67 |
+
]
|
68 |
+
},
|
69 |
+
{
|
70 |
+
"cell_type": "code",
|
71 |
+
"execution_count": 2,
|
72 |
+
"id": "66fd5201",
|
73 |
+
"metadata": {
|
74 |
+
"execution": {
|
75 |
+
"iopub.execute_input": "2023-09-29T04:50:12.446546Z",
|
76 |
+
"iopub.status.busy": "2023-09-29T04:50:12.446098Z",
|
77 |
+
"iopub.status.idle": "2023-09-29T04:50:12.454394Z",
|
78 |
+
"shell.execute_reply": "2023-09-29T04:50:12.453644Z"
|
79 |
+
},
|
80 |
+
"papermill": {
|
81 |
+
"duration": 0.018125,
|
82 |
+
"end_time": "2023-09-29T04:50:12.456177",
|
83 |
+
"exception": false,
|
84 |
+
"start_time": "2023-09-29T04:50:12.438052",
|
85 |
+
"status": "completed"
|
86 |
+
},
|
87 |
+
"tags": []
|
88 |
+
},
|
89 |
+
"outputs": [
|
90 |
+
{
|
91 |
+
"name": "stdout",
|
92 |
+
"output_type": "stream",
|
93 |
+
"text": [
|
94 |
+
"DEEPSPEED_STRAT: deepspeed_stage_1\n",
|
95 |
+
"ENABLE_WANDB: True\n",
|
96 |
+
"GPU_DEVICES: auto\n",
|
97 |
+
"NOTEBOOK_DIR: /actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/notebook/experiment/rwkv-x-exp/multi-size-train\n",
|
98 |
+
"INFERENCE_DIR: /actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/RWKV-v5\n",
|
99 |
+
"TRAINER_DIR: /actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/RWKV-v5\n",
|
100 |
+
"PROJECT_DIR: /actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer\n"
|
101 |
+
]
|
102 |
+
}
|
103 |
+
],
|
104 |
+
"source": [
|
105 |
+
"DEEPSPEED_STRAT=\"deepspeed_stage_1\"\n",
|
106 |
+
"GPU_DEVICES=\"auto\"\n",
|
107 |
+
"ENABLE_WANDB=True\n",
|
108 |
+
"\n",
|
109 |
+
"EMBED_SCALE=0.01\n",
|
110 |
+
"EMBED_SCALE_LABEL=str(EMBED_SCALE).replace(\".\", \"_\")\n",
|
111 |
+
"\n",
|
112 |
+
"LAYER_COUNT=6\n",
|
113 |
+
"EMBED_SIZE=2048\n",
|
114 |
+
"\n",
|
115 |
+
"WANDB_PREFIX=f\"[Multi-size] v5-L{LAYER_COUNT}-D{EMBED_SIZE}-E{EMBED_SCALE}\"\n",
|
116 |
+
"FILENAME_PREFIX=f\"v5-L{LAYER_COUNT}-D{EMBED_SIZE}-E{EMBED_SCALE_LABEL}\"\n",
|
117 |
+
"\n",
|
118 |
+
"print(\"DEEPSPEED_STRAT:\", DEEPSPEED_STRAT)\n",
|
119 |
+
"print(\"ENABLE_WANDB:\", ENABLE_WANDB)\n",
|
120 |
+
"print(\"GPU_DEVICES:\", GPU_DEVICES)\n",
|
121 |
+
"\n",
|
122 |
+
"if ENABLE_WANDB:\n",
|
123 |
+
" WANDB_MODE=\"online\"\n",
|
124 |
+
"else:\n",
|
125 |
+
" WANDB_MODE=\"disabled\"\n",
|
126 |
+
"\n",
|
127 |
+
"# Computing the notebook, and various paths\n",
|
128 |
+
"import os\n",
|
129 |
+
"NOTEBOOK_DIR=os.path.dirname(os.path.abspath(\"__file__\"))\n",
|
130 |
+
"PROJECT_DIR=os.path.abspath(os.path.join(NOTEBOOK_DIR, \"../../../../\"))\n",
|
131 |
+
"TRAINER_DIR=os.path.abspath(os.path.join(PROJECT_DIR, \"./RWKV-v5/\"))\n",
|
132 |
+
"INFERENCE_DIR=os.path.abspath(os.path.join(PROJECT_DIR, \"./RWKV-v5/\"))\n",
|
133 |
+
"\n",
|
134 |
+
"print(\"NOTEBOOK_DIR:\", NOTEBOOK_DIR)\n",
|
135 |
+
"print(\"INFERENCE_DIR:\", INFERENCE_DIR)\n",
|
136 |
+
"print(\"TRAINER_DIR:\", TRAINER_DIR)\n",
|
137 |
+
"print(\"PROJECT_DIR:\", PROJECT_DIR)"
|
138 |
+
]
|
139 |
+
},
|
140 |
+
{
|
141 |
+
"cell_type": "code",
|
142 |
+
"execution_count": 3,
|
143 |
+
"id": "e0b56789",
|
144 |
+
"metadata": {
|
145 |
+
"execution": {
|
146 |
+
"iopub.execute_input": "2023-09-29T04:50:12.464627Z",
|
147 |
+
"iopub.status.busy": "2023-09-29T04:50:12.464037Z",
|
148 |
+
"iopub.status.idle": "2023-09-29T04:50:42.488005Z",
|
149 |
+
"shell.execute_reply": "2023-09-29T04:50:42.486665Z"
|
150 |
+
},
|
151 |
+
"papermill": {
|
152 |
+
"duration": 30.031629,
|
153 |
+
"end_time": "2023-09-29T04:50:42.490859",
|
154 |
+
"exception": false,
|
155 |
+
"start_time": "2023-09-29T04:50:12.459230",
|
156 |
+
"status": "completed"
|
157 |
+
},
|
158 |
+
"tags": []
|
159 |
+
},
|
160 |
+
"outputs": [
|
161 |
+
{
|
162 |
+
"name": "stdout",
|
163 |
+
"output_type": "stream",
|
164 |
+
"text": [
|
165 |
+
"[2023-09-29 04:50:16,856] [INFO] [real_accelerator.py:133:get_accelerator] Setting ds_accelerator to cuda (auto detect)\r\n"
|
166 |
+
]
|
167 |
+
},
|
168 |
+
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"[RWKV.model] Running RWKV model using 'torch-jit' with torch '2.0.1+cu118'\r\n",
|
173 |
+
"---- Initializing model ----\r\n",
|
174 |
+
"No of layers: 6\r\n",
|
175 |
+
"Embedding size: 2048\r\n",
|
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+
"Output model path: ../model/v5-L6-D2048-E0_01-neox-v5base-init.pth\r\n",
|
177 |
+
"Vocab size: 50277\r\n",
|
178 |
+
"Emb scale: 0.01\r\n",
|
179 |
+
"Note: this process takes a significant time (and ram) for large models\r\n",
|
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+
"---- ----- ----\r\n"
|
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]
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"50277 2048 -0.01 emb.weight\r\n"
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|
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"text": [
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"2048 2048 1.0 blocks.5.att.key.weight\r\n"
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+
"output_type": "stream",
|
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+
"text": [
|
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+
"2048 2048 0 blocks.5.att.output.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": [
|
449 |
+
"7168 2048 1.0 blocks.5.ffn.key.weight\r\n"
|
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+
]
|
451 |
+
},
|
452 |
+
{
|
453 |
+
"name": "stdout",
|
454 |
+
"output_type": "stream",
|
455 |
+
"text": [
|
456 |
+
"2048 2048 0 blocks.5.ffn.receptance.weight\r\n",
|
457 |
+
"2048 7168 0 blocks.5.ffn.value.weight\r\n",
|
458 |
+
"50277 2048 0.5 head.weight\r\n"
|
459 |
+
]
|
460 |
+
}
|
461 |
+
],
|
462 |
+
"source": [
|
463 |
+
"# Init the model\n",
|
464 |
+
"!cd \"{TRAINER_DIR}\" && \\\n",
|
465 |
+
" python3 ./init_model.py \\\n",
|
466 |
+
" --n_layer {LAYER_COUNT} --n_embd {EMBED_SIZE} \\\n",
|
467 |
+
" --emb-scale \"{EMBED_SCALE}\" \\\n",
|
468 |
+
" --vocab_size neox --skip-if-exists \\\n",
|
469 |
+
" \"../model/{FILENAME_PREFIX}-neox-v5base-init.pth\""
|
470 |
+
]
|
471 |
+
},
|
472 |
+
{
|
473 |
+
"cell_type": "markdown",
|
474 |
+
"id": "e3057f8b",
|
475 |
+
"metadata": {
|
476 |
+
"papermill": {
|
477 |
+
"duration": 0.006306,
|
478 |
+
"end_time": "2023-09-29T04:50:42.503924",
|
479 |
+
"exception": false,
|
480 |
+
"start_time": "2023-09-29T04:50:42.497618",
|
481 |
+
"status": "completed"
|
482 |
+
},
|
483 |
+
"tags": []
|
484 |
+
},
|
485 |
+
"source": [
|
486 |
+
"## Enwiki Stage 1 : Foundation 4k model training"
|
487 |
+
]
|
488 |
+
},
|
489 |
+
{
|
490 |
+
"cell_type": "code",
|
491 |
+
"execution_count": 4,
|
492 |
+
"id": "c06c6ad2",
|
493 |
+
"metadata": {
|
494 |
+
"execution": {
|
495 |
+
"iopub.execute_input": "2023-09-29T04:50:42.519776Z",
|
496 |
+
"iopub.status.busy": "2023-09-29T04:50:42.518734Z",
|
497 |
+
"iopub.status.idle": "2023-09-29T04:50:47.537394Z",
|
498 |
+
"shell.execute_reply": "2023-09-29T04:50:47.535673Z"
|
499 |
+
},
|
500 |
+
"papermill": {
|
501 |
+
"duration": 5.029265,
|
502 |
+
"end_time": "2023-09-29T04:50:47.539698",
|
503 |
+
"exception": false,
|
504 |
+
"start_time": "2023-09-29T04:50:42.510433",
|
505 |
+
"status": "completed"
|
506 |
+
},
|
507 |
+
"tags": []
|
508 |
+
},
|
509 |
+
"outputs": [
|
510 |
+
{
|
511 |
+
"name": "stdout",
|
512 |
+
"output_type": "stream",
|
513 |
+
"text": [
|
514 |
+
"Traceback (most recent call last):\r\n",
|
515 |
+
" File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/RWKV-v5/preload_datapath.py\", line 20, in <module>\r\n",
|
516 |
+
" assert os.path.exists(config_file), \"Config file does not exist\"\r\n",
|
517 |
+
"AssertionError: Config file does not exist\r\n"
|
518 |
+
]
|
519 |
+
}
|
520 |
+
],
|
521 |
+
"source": [
|
522 |
+
"# Lets preload the requried dataset \n",
|
523 |
+
"!cd \"{TRAINER_DIR}\" && \\\n",
|
524 |
+
" python3 preload_datapath.py \"{NOTEBOOK_DIR}/v5base-enwiki-4k-part1.yaml\""
|
525 |
+
]
|
526 |
+
},
|
527 |
+
{
|
528 |
+
"cell_type": "code",
|
529 |
+
"execution_count": 5,
|
530 |
+
"id": "4cc7e34f",
|
531 |
+
"metadata": {
|
532 |
+
"execution": {
|
533 |
+
"iopub.execute_input": "2023-09-29T04:50:47.552392Z",
|
534 |
+
"iopub.status.busy": "2023-09-29T04:50:47.551853Z",
|
535 |
+
"iopub.status.idle": "2023-09-29T04:50:47.806392Z",
|
536 |
+
"shell.execute_reply": "2023-09-29T04:50:47.805379Z"
|
537 |
+
},
|
538 |
+
"papermill": {
|
539 |
+
"duration": 0.264553,
|
540 |
+
"end_time": "2023-09-29T04:50:47.809133",
|
541 |
+
"exception": false,
|
542 |
+
"start_time": "2023-09-29T04:50:47.544580",
|
543 |
+
"status": "completed"
|
544 |
+
},
|
545 |
+
"tags": []
|
546 |
+
},
|
547 |
+
"outputs": [
|
548 |
+
{
|
549 |
+
"name": "stdout",
|
550 |
+
"output_type": "stream",
|
551 |
+
"text": [
|
552 |
+
"/usr/bin/sh: 1: cd: can't cd to {TRAINER_DIR}\r\n"
|
553 |
+
]
|
554 |
+
}
|
555 |
+
],
|
556 |
+
"source": [
|
557 |
+
"# Start the foundation model training\n",
|
558 |
+
"!cd \"{TRAINER_DIR}\" && \\\n",
|
559 |
+
" export RWKV_WAVENET_LAYERS=\"{RWKV_WAVENET_LAYERS}\" && \\\n",
|
560 |
+
" export WANDB_MODE=\"{WANDB_MODE}\" && \\\n",
|
561 |
+
" python lightning_trainer.py fit \\\n",
|
562 |
+
" -c \"{NOTEBOOK_DIR}/v5base-enwiki-4k.yaml\" \\\n",
|
563 |
+
" --trainer.logger.init_args.name=\"{WANDB_PREFIX} - Enwiki-4k Part 1 (train-ctx=4k, {DEEPSPEED_STRAT})\" \\\n",
|
564 |
+
" --trainer.strategy=\"{DEEPSPEED_STRAT}\" \\\n",
|
565 |
+
" --trainer.devices=\"{GPU_DEVICES}\" \\\n",
|
566 |
+
" --trainer.callbacks.init_args.dirpath=\"../checkpoint/{FILENAME_PREFIX}-enwiki-4k-p1/\" \\\n",
|
567 |
+
" --model.load_model=\"../model/{FILENAME_PREFIX}-neox-v5base-init.pth\" \\\n",
|
568 |
+
" --model.ctx_len=4096 \\\n",
|
569 |
+
" --model.bptt_learning_range=1"
|
570 |
+
]
|
571 |
+
},
|
572 |
+
{
|
573 |
+
"cell_type": "code",
|
574 |
+
"execution_count": 6,
|
575 |
+
"id": "0b3b8134",
|
576 |
+
"metadata": {
|
577 |
+
"execution": {
|
578 |
+
"iopub.execute_input": "2023-09-29T04:50:47.825099Z",
|
579 |
+
"iopub.status.busy": "2023-09-29T04:50:47.824495Z",
|
580 |
+
"iopub.status.idle": "2023-09-29T04:50:48.327589Z",
|
581 |
+
"shell.execute_reply": "2023-09-29T04:50:48.326466Z"
|
582 |
+
},
|
583 |
+
"papermill": {
|
584 |
+
"duration": 0.514109,
|
585 |
+
"end_time": "2023-09-29T04:50:48.330177",
|
586 |
+
"exception": false,
|
587 |
+
"start_time": "2023-09-29T04:50:47.816068",
|
588 |
+
"status": "completed"
|
589 |
+
},
|
590 |
+
"tags": []
|
591 |
+
},
|
592 |
+
"outputs": [
|
593 |
+
{
|
594 |
+
"name": "stdout",
|
595 |
+
"output_type": "stream",
|
596 |
+
"text": [
|
597 |
+
"/usr/bin/sh: 1: python: not found\r\n"
|
598 |
+
]
|
599 |
+
},
|
600 |
+
{
|
601 |
+
"name": "stdout",
|
602 |
+
"output_type": "stream",
|
603 |
+
"text": [
|
604 |
+
"ls: cannot access '../model/v5-L6-D2048-E0_01-enwiki-4k-p1.pth': No such file or directory\r\n"
|
605 |
+
]
|
606 |
+
}
|
607 |
+
],
|
608 |
+
"source": [
|
609 |
+
"# Lets export the model from the checkpoint\n",
|
610 |
+
"!cd \"{TRAINER_DIR}\" && \\\n",
|
611 |
+
" python export_checkpoint.py \"../checkpoint/{FILENAME_PREFIX}-enwiki-4k-p1/last.ckpt\" \"../model/{FILENAME_PREFIX}-enwiki-4k-p1.pth\" \"bf16\"\n",
|
612 |
+
"!cd \"{TRAINER_DIR}\" && ls -alh \"../model/{FILENAME_PREFIX}-enwiki-4k-p1.pth\""
|
613 |
+
]
|
614 |
+
},
|
615 |
+
{
|
616 |
+
"cell_type": "code",
|
617 |
+
"execution_count": 7,
|
618 |
+
"id": "92869fb9",
|
619 |
+
"metadata": {
|
620 |
+
"execution": {
|
621 |
+
"iopub.execute_input": "2023-09-29T04:50:48.346924Z",
|
622 |
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"iopub.status.busy": "2023-09-29T04:50:48.346311Z",
|
623 |
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"iopub.status.idle": "2023-09-29T04:50:48.600443Z",
|
624 |
+
"shell.execute_reply": "2023-09-29T04:50:48.599423Z"
|
625 |
+
},
|
626 |
+
"papermill": {
|
627 |
+
"duration": 0.26565,
|
628 |
+
"end_time": "2023-09-29T04:50:48.603118",
|
629 |
+
"exception": false,
|
630 |
+
"start_time": "2023-09-29T04:50:48.337468",
|
631 |
+
"status": "completed"
|
632 |
+
},
|
633 |
+
"tags": []
|
634 |
+
},
|
635 |
+
"outputs": [
|
636 |
+
{
|
637 |
+
"name": "stdout",
|
638 |
+
"output_type": "stream",
|
639 |
+
"text": [
|
640 |
+
"/usr/bin/sh: 1: cd: can't cd to {INFERENCE_DIR}\r\n"
|
641 |
+
]
|
642 |
+
}
|
643 |
+
],
|
644 |
+
"source": [
|
645 |
+
"# # Lets do a quick dragon prompt validation\n",
|
646 |
+
"!cd \"{INFERENCE_DIR}\" && \\\n",
|
647 |
+
" export RWKV_WAVENET_LAYERS=\"{RWKV_WAVENET_LAYERS}\" && \\\n",
|
648 |
+
" python3 dragon_test.py \"../model/{FILENAME_PREFIX}-enwiki-4k-p1.pth\" \"cuda fp32\""
|
649 |
+
]
|
650 |
+
}
|
651 |
+
],
|
652 |
+
"metadata": {
|
653 |
+
"kernelspec": {
|
654 |
+
"display_name": "Python 3 (ipykernel)",
|
655 |
+
"language": "python",
|
656 |
+
"name": "python3"
|
657 |
+
},
|
658 |
+
"language_info": {
|
659 |
+
"codemirror_mode": {
|
660 |
+
"name": "ipython",
|
661 |
+
"version": 3
|
662 |
+
},
|
663 |
+
"file_extension": ".py",
|
664 |
+
"mimetype": "text/x-python",
|
665 |
+
"name": "python",
|
666 |
+
"nbconvert_exporter": "python",
|
667 |
+
"pygments_lexer": "ipython3",
|
668 |
+
"version": "3.10.12"
|
669 |
+
},
|
670 |
+
"papermill": {
|
671 |
+
"default_parameters": {},
|
672 |
+
"duration": 38.643439,
|
673 |
+
"end_time": "2023-09-29T04:50:49.032467",
|
674 |
+
"environment_variables": {},
|
675 |
+
"exception": null,
|
676 |
+
"input_path": "/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/notebook/experiment/rwkv-x-exp/multi-size-train/v5-L6-D2048-part1.ipynb",
|
677 |
+
"output_path": "/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/output/experiment/rwkv-x-exp/multi-size-train/v5-L6-D2048-part1.ipynb",
|
678 |
+
"parameters": {},
|
679 |
+
"start_time": "2023-09-29T04:50:10.389028",
|
680 |
+
"version": "2.4.0"
|
681 |
+
}
|
682 |
+
},
|
683 |
+
"nbformat": 4,
|
684 |
+
"nbformat_minor": 5
|
685 |
+
}
|