diff --git "a/experiment/memory-bench/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/output/experiment/memory-bench/Benchmark-V5wavenet.ipynb" "b/experiment/memory-bench/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/output/experiment/memory-bench/Benchmark-V5wavenet.ipynb" deleted file mode 100644--- "a/experiment/memory-bench/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/output/experiment/memory-bench/Benchmark-V5wavenet.ipynb" +++ /dev/null @@ -1,29460 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "b8dbacc4", - "metadata": { - "papermill": { - "duration": 0.003179, - "end_time": "2023-08-30T17:43:52.513482", - "exception": false, - "start_time": "2023-08-30T17:43:52.510303", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "## Custom Experimental Memory benchmarking\n", - "\n", - "The following is meant to observe the memory performance in a more verbose CSV logging mode, for the baseline raven models" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "a07c9fcd", - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-30T17:43:52.520447Z", - "iopub.status.busy": "2023-08-30T17:43:52.520131Z", - "iopub.status.idle": "2023-08-30T17:56:23.211298Z", - "shell.execute_reply": "2023-08-30T17:56:23.210601Z" - }, - "papermill": { - "duration": 750.696675, - "end_time": "2023-08-30T17:56:23.213063", - "exception": false, - "start_time": "2023-08-30T17:43:52.516388", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "--2023-08-30 17:43:52-- https://huggingface.co/picocreator/memory-size-experiment-for-rwkv/resolve/main/v5-Wave/WaveV5-C-Tune5.pth\r\n", - "Resolving huggingface.co (huggingface.co)... 13.33.33.20, 13.33.33.110, 13.33.33.102, ...\r\n", - "Connecting to huggingface.co (huggingface.co)|13.33.33.20|:443... connected.\r\n", - "HTTP request sent, awaiting response... 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"\r\n", - "2023-08-30 17:56:23 (7.80 MB/s) - ‘v5wave-1B5-E0_1-ctx-16k-preview-30p.pth’ saved [3030376021/3030376021]\r\n", - "\r\n" - ] - } - ], - "source": [ - "# Lets download the custom models\n", - "!mkdir -p ../../../model/\n", - "!cd ../../../model/ && wget -nc \"https://huggingface.co/picocreator/memory-size-experiment-for-rwkv/resolve/main/v5-Wave/WaveV5-C-Tune5.pth\"\n", - "!cd ../../../model/ && wget -nc \"https://huggingface.co/picocreator/RWKV-x-playground/resolve/main/V5-16k/v5wave-1B5-E0_1-ctx-16k-preview-30p.pth\"" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "03748dcb", - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-30T17:56:23.443550Z", - "iopub.status.busy": "2023-08-30T17:56:23.443299Z", - "iopub.status.idle": "2023-08-30T17:56:23.666484Z", - "shell.execute_reply": "2023-08-30T17:56:23.665761Z" - }, - "papermill": { - "duration": 0.338064, - "end_time": "2023-08-30T17:56:23.668162", - "exception": false, - "start_time": "2023-08-30T17:56:23.330098", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "total 8.3G\r\n", - "-rw-r--r-- 1 root root 5.7G Aug 11 12:40 WaveV5-C-Tune5.pth\r\n", - "-rw-r--r-- 1 root root 2.9G Aug 17 09:19 v5wave-1B5-E0_1-ctx-16k-preview-30p.pth\r\n" - ] - } - ], - "source": [ - "!ls -lh ../../../model/" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "2654c1f6", - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-30T17:56:23.898666Z", - "iopub.status.busy": "2023-08-30T17:56:23.898419Z", - "iopub.status.idle": "2023-08-30T17:56:24.116626Z", - "shell.execute_reply": "2023-08-30T17:56:24.115909Z" - }, - "papermill": { - "duration": 0.332982, - "end_time": "2023-08-30T17:56:24.118226", - "exception": false, - "start_time": "2023-08-30T17:56:23.785244", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "/usr/bin/sh: 1: python: not found\r\n" - ] - } - ], - "source": [ - "!python -m pip install aiocsv aiofiles" - ] - }, - { - "cell_type": "markdown", - "id": "7c31d14f", - "metadata": { - "papermill": { - "duration": 0.113697, - "end_time": "2023-08-30T17:56:24.349296", - "exception": false, - "start_time": "2023-08-30T17:56:24.235599", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "# 1B5 Wavenet V5 benchmark" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "dc1af41e", - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-30T17:56:24.600351Z", - "iopub.status.busy": "2023-08-30T17:56:24.600106Z", - "iopub.status.idle": "2023-08-30T17:57:12.770955Z", - "shell.execute_reply": "2023-08-30T17:57:12.770202Z" - }, - "papermill": { - "duration": 48.310431, - "end_time": "2023-08-30T17:57:12.772755", - "exception": false, - "start_time": "2023-08-30T17:56:24.462324", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-08-30 17:56:27,839] [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" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "###\r\n", - "### Model validation start ###\r\n", - "###\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 5 tokens : 100.0% similarity, with 5 matched token, and 0 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 10 tokens : 100.0% similarity, with 10 matched token, and 0 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 15 tokens : 100.0% similarity, with 15 matched token, and 0 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 20 tokens : 100.0% similarity, with 20 matched token, and 0 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 25 tokens : 100.0% similarity, with 25 matched token, and 0 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 30 tokens : 100.0% similarity, with 30 matched token, and 0 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 35 tokens : 100.0% similarity, with 35 matched token, and 0 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 40 tokens : 100.0% similarity, with 40 matched token, and 0 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 45 tokens : 97.77777777777777% similarity, with 44 matched token, and 1 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 50 tokens : 98.0% similarity, with 49 matched token, and 1 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 55 tokens : 96.36363636363636% similarity, with 53 matched token, and 2 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 60 tokens : 98.33333333333333% similarity, with 59 matched token, and 1 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 65 tokens : 98.46153846153847% similarity, with 64 matched token, and 1 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 70 tokens : 97.14285714285714% similarity, with 68 matched token, and 2 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 75 tokens : 93.33333333333333% similarity, with 70 matched token, and 5 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 80 tokens : 91.25% similarity, with 73 matched token, and 7 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 85 tokens : 92.94117647058823% similarity, with 79 matched token, and 6 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 90 tokens : 94.44444444444444% similarity, with 85 matched token, and 5 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 95 tokens : 94.73684210526315% similarity, with 90 matched token, and 5 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 100 tokens : 94.0% similarity, with 94 matched token, and 6 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 105 tokens : 91.42857142857143% similarity, with 96 matched token, and 9 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 110 tokens : 90.9090909090909% similarity, with 100 matched token, and 10 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 115 tokens : 91.30434782608695% similarity, with 105 matched token, and 10 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 120 tokens : 90.0% similarity, with 108 matched token, and 12 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 125 tokens : 89.60000000000001% similarity, with 112 matched token, and 13 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 130 tokens : 87.6923076923077% similarity, with 114 matched token, and 16 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 135 tokens : 85.92592592592592% similarity, with 116 matched token, and 19 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 140 tokens : 84.28571428571429% similarity, with 118 matched token, and 22 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 145 tokens : 84.82758620689656% similarity, with 123 matched token, and 22 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 150 tokens : 86.66666666666667% similarity, with 130 matched token, and 20 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 160 tokens : 85.0% similarity, with 136 matched token, and 24 token mismatch\r\n" - 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"text": [ - "## Model validation for 220 tokens : 76.81818181818181% similarity, with 169 matched token, and 51 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 230 tokens : 73.91304347826086% similarity, with 170 matched token, and 60 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 240 tokens : 74.58333333333333% similarity, with 179 matched token, and 61 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 250 tokens : 74.4% similarity, with 186 matched token, and 64 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 260 tokens : 73.46153846153847% similarity, with 191 matched token, and 69 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 270 tokens : 71.85185185185186% similarity, with 194 matched token, and 76 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 280 tokens : 68.57142857142857% similarity, with 192 matched token, and 88 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 290 tokens : 68.27586206896552% similarity, with 198 matched token, and 92 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 300 tokens : 67.33333333333333% similarity, with 202 matched token, and 98 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 325 tokens : 63.38461538461539% similarity, with 206 matched token, and 119 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 350 tokens : 62.857142857142854% similarity, with 220 matched token, and 130 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 375 tokens : 62.4% similarity, with 234 matched token, and 141 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 400 tokens : 63.24999999999999% similarity, with 253 matched token, and 147 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 425 tokens : 67.05882352941175% similarity, with 285 matched token, and 140 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 450 tokens : 67.33333333333333% similarity, with 303 matched token, and 147 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 475 tokens : 69.05263157894737% similarity, with 328 matched token, and 147 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 500 tokens : 69.39999999999999% similarity, with 347 matched token, and 153 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 525 tokens : 70.47619047619048% similarity, with 370 matched token, and 155 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 550 tokens : 72.0% similarity, with 396 matched token, and 154 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 575 tokens : 72.17391304347827% similarity, with 415 matched token, and 160 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 600 tokens : 74.5% similarity, with 447 matched token, and 153 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 625 tokens : 74.72% similarity, with 467 matched token, and 158 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 650 tokens : 76.0% similarity, with 494 matched token, and 156 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 675 tokens : 76.88888888888889% similarity, with 519 matched token, and 156 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 700 tokens : 76.85714285714286% similarity, with 538 matched token, and 162 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 750 tokens : 78.53333333333333% similarity, with 589 matched token, and 161 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 800 tokens : 78.875% similarity, with 631 matched token, and 169 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 850 tokens : 79.76470588235294% similarity, with 678 matched token, and 172 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 900 tokens : 81.11111111111111% similarity, with 730 matched token, and 170 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 950 tokens : 82.21052631578948% similarity, with 781 matched token, and 169 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 1000 tokens : 82.19999999999999% similarity, with 822 matched token, and 178 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Finished baseline model to eval output predictive matching (aka 0 memory?), for 1000 tokens\r\n", - "###\r\n", - "### Model validation end ###\r\n", - "###\r\n" - ] - } - ], - "source": [ - "!python3 ./memory_script/eval_v5wavenet_memory_guided.py \"../../../model/WaveV5-C-Tune5.pth\" \"./logs/WavenetV5-C-Tune5-1k.csv\"" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "3cdee761", - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-30T17:57:13.011269Z", - "iopub.status.busy": "2023-08-30T17:57:13.010755Z", - "iopub.status.idle": "2023-08-30T17:59:59.199504Z", - "shell.execute_reply": "2023-08-30T17:59:59.198723Z" - }, - "papermill": { - "duration": 166.307491, - "end_time": "2023-08-30T17:59:59.201429", - "exception": false, - "start_time": "2023-08-30T17:57:12.893938", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-08-30 17:57:15,860] [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" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "###\r\n", - "### Model validation start ###\r\n", - "###\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 1100 tokens : 82.45454545454545% similarity, with 907 matched token, and 193 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 1150 tokens : 83.73913043478261% similarity, with 963 matched token, and 187 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 1200 tokens : 84.08333333333333% similarity, with 1009 matched token, and 191 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 1250 tokens : 84.39999999999999% similarity, with 1055 matched token, and 195 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 1300 tokens : 84.6923076923077% similarity, with 1101 matched token, and 199 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 1350 tokens : 85.4074074074074% similarity, with 1153 matched token, and 197 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 1400 tokens : 85.5% similarity, with 1197 matched token, and 203 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 1450 tokens : 86.13793103448276% similarity, with 1249 matched token, and 201 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 1500 tokens : 86.33333333333333% similarity, with 1295 matched token, and 205 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 1550 tokens : 86.25806451612902% similarity, with 1337 matched token, and 213 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 1600 tokens : 85.9375% similarity, with 1375 matched token, and 225 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 1650 tokens : 85.87878787878788% similarity, with 1417 matched token, and 233 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 1700 tokens : 85.1764705882353% similarity, with 1448 matched token, and 252 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 1750 tokens : 84.39999999999999% similarity, with 1477 matched token, and 273 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 1800 tokens : 83.11111111111111% similarity, with 1496 matched token, and 304 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 1850 tokens : 82.0% similarity, with 1517 matched token, and 333 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 1900 tokens : 80.57894736842105% similarity, with 1531 matched token, and 369 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 1950 tokens : 79.17948717948718% similarity, with 1544 matched token, and 406 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 2000 tokens : 77.95% similarity, with 1559 matched token, and 441 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 2050 tokens : 75.70731707317073% similarity, with 1552 matched token, and 498 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 2100 tokens : 73.71428571428571% similarity, with 1548 matched token, and 552 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 2150 tokens : 71.72093023255815% similarity, with 1542 matched token, and 608 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 2200 tokens : 69.68181818181817% similarity, with 1533 matched token, and 667 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 2250 tokens : 67.42222222222222% similarity, with 1517 matched token, and 733 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 2300 tokens : 66.21739130434783% similarity, with 1523 matched token, and 777 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 2350 tokens : 64.25531914893618% similarity, with 1510 matched token, and 840 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 2400 tokens : 63.24999999999999% similarity, with 1518 matched token, and 882 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 2450 tokens : 61.10204081632653% similarity, with 1497 matched token, and 953 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 2500 tokens : 60.199999999999996% similarity, with 1505 matched token, and 995 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 2550 tokens : 59.13725490196079% similarity, with 1508 matched token, and 1042 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 2600 tokens : 57.730769230769226% similarity, with 1501 matched token, and 1099 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 2650 tokens : 56.41509433962264% similarity, with 1495 matched token, and 1155 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 2700 tokens : 55.96296296296296% similarity, with 1511 matched token, and 1189 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 2750 tokens : 54.54545454545454% similarity, with 1500 matched token, and 1250 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 2800 tokens : 53.78571428571428% similarity, with 1506 matched token, and 1294 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 2850 tokens : 53.05263157894737% similarity, with 1512 matched token, and 1338 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 2900 tokens : 51.758620689655174% similarity, with 1501 matched token, and 1399 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 2950 tokens : 50.37288135593221% similarity, with 1486 matched token, and 1464 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 3000 tokens : 49.7% similarity, with 1491 matched token, and 1509 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 3050 tokens : 48.52459016393443% similarity, with 1480 matched token, and 1570 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 3100 tokens : 47.64516129032258% similarity, with 1477 matched token, and 1623 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 3150 tokens : 47.14285714285714% similarity, with 1485 matched token, and 1665 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 3200 tokens : 46.28125% similarity, with 1481 matched token, and 1719 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 3250 tokens : 45.32307692307692% similarity, with 1473 matched token, and 1777 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 3300 tokens : 44.03030303030303% similarity, with 1453 matched token, and 1847 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 3350 tokens : 43.910447761194035% similarity, with 1471 matched token, and 1879 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 3400 tokens : 42.705882352941174% similarity, with 1452 matched token, and 1948 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 3450 tokens : 41.53623188405797% similarity, with 1433 matched token, and 2017 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 3500 tokens : 40.91428571428571% similarity, with 1432 matched token, and 2068 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 3550 tokens : 40.08450704225352% similarity, with 1423 matched token, and 2127 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 3600 tokens : 39.166666666666664% similarity, with 1410 matched token, and 2190 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 3650 tokens : 37.47945205479452% similarity, with 1368 matched token, and 2282 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 3700 tokens : 36.70270270270271% similarity, with 1358 matched token, and 2342 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 3750 tokens : 35.81333333333333% similarity, with 1343 matched token, and 2407 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 3800 tokens : 34.78947368421053% similarity, with 1322 matched token, and 2478 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 3850 tokens : 34.15584415584416% similarity, with 1315 matched token, and 2535 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 3900 tokens : 33.56410256410257% similarity, with 1309 matched token, and 2591 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 3950 tokens : 33.037974683544306% similarity, with 1305 matched token, and 2645 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 4000 tokens : 32.75% similarity, with 1310 matched token, and 2690 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "###\r\n", - "### Model validation end ###\r\n", - "###\r\n" - ] - } - ], - "source": [ - "!python3 ./memory_script/eval_v5wavenet_memory_guided.py \"../../../model/WaveV5-C-Tune5.pth\" \"./logs/WavenetV5-C-Tune5-4k.csv\" 1100 4000" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "f519c60a", - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-30T17:59:59.446125Z", - "iopub.status.busy": "2023-08-30T17:59:59.445834Z", - "iopub.status.idle": "2023-08-30T18:40:51.939354Z", - "shell.execute_reply": "2023-08-30T18:40:51.938572Z" - }, - "papermill": { - "duration": 2452.615932, - "end_time": "2023-08-30T18:40:51.941291", - "exception": false, - "start_time": "2023-08-30T17:59:59.325359", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-08-30 18:00:02,317] [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" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "###\r\n", - "### Model validation start ###\r\n", - "###\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 4100 tokens : 31.5609756097561% similarity, with 1294 matched token, and 2806 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 4200 tokens : 30.80952380952381% similarity, with 1294 matched token, and 2906 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 4300 tokens : 29.511627906976745% similarity, with 1269 matched token, and 3031 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 4400 tokens : 28.22727272727273% similarity, with 1242 matched token, and 3158 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 4500 tokens : 27.244444444444444% similarity, with 1226 matched token, and 3274 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 4600 tokens : 26.043478260869563% similarity, with 1198 matched token, and 3402 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 4700 tokens : 24.659574468085108% similarity, with 1159 matched token, and 3541 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 4800 tokens : 23.5625% similarity, with 1131 matched token, and 3669 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 4900 tokens : 22.46938775510204% similarity, with 1101 matched token, and 3799 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 5000 tokens : 20.72% similarity, with 1036 matched token, and 3964 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 5100 tokens : 19.823529411764707% similarity, with 1011 matched token, and 4089 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 5200 tokens : 18.48076923076923% similarity, with 961 matched token, and 4239 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 5300 tokens : 17.452830188679243% similarity, with 925 matched token, and 4375 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 5400 tokens : 16.37037037037037% similarity, with 884 matched token, and 4516 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 5500 tokens : 15.109090909090908% similarity, with 831 matched token, and 4669 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 5600 tokens : 13.964285714285715% similarity, with 782 matched token, and 4818 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 5700 tokens : 13.017543859649122% similarity, with 742 matched token, and 4958 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 5800 tokens : 11.948275862068966% similarity, with 693 matched token, and 5107 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 5900 tokens : 11.016949152542372% similarity, with 650 matched token, and 5250 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 6000 tokens : 9.783333333333333% similarity, with 587 matched token, and 5413 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 6100 tokens : 8.950819672131148% similarity, with 546 matched token, and 5554 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 6200 tokens : 8.338709677419356% similarity, with 517 matched token, and 5683 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 6300 tokens : 7.571428571428572% similarity, with 477 matched token, and 5823 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 6400 tokens : 7.109375% similarity, with 455 matched token, and 5945 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 6500 tokens : 6.538461538461539% similarity, with 425 matched token, and 6075 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 6600 tokens : 6.0% similarity, with 396 matched token, and 6204 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 6700 tokens : 5.567164179104478% similarity, with 373 matched token, and 6327 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 6800 tokens : 5.088235294117647% similarity, with 346 matched token, and 6454 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 6900 tokens : 4.811594202898551% similarity, with 332 matched token, and 6568 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 7000 tokens : 4.571428571428571% similarity, with 320 matched token, and 6680 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 7100 tokens : 4.338028169014085% similarity, with 308 matched token, and 6792 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 7200 tokens : 4.25% similarity, with 306 matched token, and 6894 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 7300 tokens : 4.082191780821918% similarity, with 298 matched token, and 7002 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 7400 tokens : 3.9324324324324325% similarity, with 291 matched token, and 7109 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 7500 tokens : 3.826666666666666% similarity, with 287 matched token, and 7213 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 7600 tokens : 3.6578947368421053% similarity, with 278 matched token, and 7322 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 7700 tokens : 3.6363636363636362% similarity, with 280 matched token, and 7420 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 7800 tokens : 3.5769230769230766% similarity, with 279 matched token, and 7521 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 7900 tokens : 3.5063291139240507% similarity, with 277 matched token, and 7623 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 8000 tokens : 3.4750000000000005% similarity, with 278 matched token, and 7722 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 8100 tokens : 3.4814814814814814% similarity, with 282 matched token, and 7818 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 8200 tokens : 3.4756097560975614% similarity, with 285 matched token, and 7915 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 8300 tokens : 3.397590361445783% similarity, with 282 matched token, and 8018 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 8400 tokens : 3.380952380952381% similarity, with 284 matched token, and 8116 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 8500 tokens : 3.364705882352941% similarity, with 286 matched token, and 8214 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 8600 tokens : 3.372093023255814% similarity, with 290 matched token, and 8310 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 8700 tokens : 3.3563218390804597% similarity, with 292 matched token, and 8408 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 8800 tokens : 3.340909090909091% similarity, with 294 matched token, and 8506 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 8900 tokens : 3.348314606741573% similarity, with 298 matched token, and 8602 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 9000 tokens : 3.3333333333333335% similarity, with 300 matched token, and 8700 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 9100 tokens : 3.3516483516483517% similarity, with 305 matched token, and 8795 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 9200 tokens : 3.3478260869565215% similarity, with 308 matched token, and 8892 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 9300 tokens : 3.3333333333333335% similarity, with 310 matched token, and 8990 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 9400 tokens : 3.3297872340425534% similarity, with 313 matched token, and 9087 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 9500 tokens : 3.3578947368421055% similarity, with 319 matched token, and 9181 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 9600 tokens : 3.3645833333333335% similarity, with 323 matched token, and 9277 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 9700 tokens : 3.350515463917526% similarity, with 325 matched token, and 9375 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 9800 tokens : 3.316326530612245% similarity, with 325 matched token, and 9475 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 9900 tokens : 3.3333333333333335% similarity, with 330 matched token, and 9570 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 10000 tokens : 3.37% similarity, with 337 matched token, and 9663 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 10100 tokens : 3.3762376237623766% similarity, with 341 matched token, and 9759 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 10200 tokens : 3.3725490196078427% similarity, with 344 matched token, and 9856 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 10300 tokens : 3.3689320388349513% similarity, with 347 matched token, and 9953 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 10400 tokens : 3.3653846153846154% similarity, with 350 matched token, and 10050 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 10500 tokens : 3.3904761904761904% similarity, with 356 matched token, and 10144 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 10600 tokens : 3.3773584905660377% similarity, with 358 matched token, and 10242 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 10700 tokens : 3.411214953271028% similarity, with 365 matched token, and 10335 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 10800 tokens : 3.4074074074074074% similarity, with 368 matched token, and 10432 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 10900 tokens : 3.3944954128440368% similarity, with 370 matched token, and 10530 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 11000 tokens : 3.418181818181818% similarity, with 376 matched token, and 10624 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 11100 tokens : 3.414414414414414% similarity, with 379 matched token, and 10721 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 11200 tokens : 3.392857142857143% similarity, with 380 matched token, and 10820 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 11300 tokens : 3.4070796460176993% similarity, with 385 matched token, and 10915 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 11400 tokens : 3.4473684210526314% similarity, with 393 matched token, and 11007 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 11500 tokens : 3.4434782608695653% similarity, with 396 matched token, and 11104 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 11600 tokens : 3.474137931034483% similarity, with 403 matched token, and 11197 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 11700 tokens : 3.4444444444444446% similarity, with 403 matched token, and 11297 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 11800 tokens : 3.4661016949152543% similarity, with 409 matched token, and 11391 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 11900 tokens : 3.46218487394958% similarity, with 412 matched token, and 11488 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 12000 tokens : 3.4750000000000005% similarity, with 417 matched token, and 11583 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 12100 tokens : 3.479338842975207% similarity, with 421 matched token, and 11679 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 12200 tokens : 3.4672131147540983% similarity, with 423 matched token, and 11777 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 12300 tokens : 3.4796747967479678% similarity, with 428 matched token, and 11872 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 12400 tokens : 3.483870967741935% similarity, with 432 matched token, and 11968 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 12500 tokens : 3.472% similarity, with 434 matched token, and 12066 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 12600 tokens : 3.4682539682539684% similarity, with 437 matched token, and 12163 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 12700 tokens : 3.47244094488189% similarity, with 441 matched token, and 12259 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 12800 tokens : 3.4453125% similarity, with 441 matched token, and 12359 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 12900 tokens : 3.4496124031007755% similarity, with 445 matched token, and 12455 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 13000 tokens : 3.4769230769230766% similarity, with 452 matched token, and 12548 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 13100 tokens : 3.4656488549618323% similarity, with 454 matched token, and 12646 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 13200 tokens : 3.4772727272727275% similarity, with 459 matched token, and 12741 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 13300 tokens : 3.4511278195488724% similarity, with 459 matched token, and 12841 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 13400 tokens : 3.4925373134328357% similarity, with 468 matched token, and 12932 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 13500 tokens : 3.4666666666666663% similarity, with 468 matched token, and 13032 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 13600 tokens : 3.4926470588235294% similarity, with 475 matched token, and 13125 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 13700 tokens : 3.4744525547445253% similarity, with 476 matched token, and 13224 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 13800 tokens : 3.4710144927536235% similarity, with 479 matched token, and 13321 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 13900 tokens : 3.4892086330935252% similarity, with 485 matched token, and 13415 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 14000 tokens : 3.507142857142857% similarity, with 491 matched token, and 13509 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 14100 tokens : 3.5106382978723407% similarity, with 495 matched token, and 13605 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 14200 tokens : 3.4859154929577465% similarity, with 495 matched token, and 13705 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 14300 tokens : 3.4965034965034967% similarity, with 500 matched token, and 13800 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 14400 tokens : 3.5138888888888884% similarity, with 506 matched token, and 13894 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 14500 tokens : 3.5034482758620693% similarity, with 508 matched token, and 13992 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 14600 tokens : 3.4863013698630136% similarity, with 509 matched token, and 14091 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 14700 tokens : 3.5306122448979593% similarity, with 519 matched token, and 14181 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 14800 tokens : 3.5000000000000004% similarity, with 518 matched token, and 14282 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 14900 tokens : 3.4966442953020134% similarity, with 521 matched token, and 14379 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 15000 tokens : 3.5000000000000004% similarity, with 525 matched token, and 14475 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 15100 tokens : 3.503311258278146% similarity, with 529 matched token, and 14571 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 15200 tokens : 3.4934210526315788% similarity, with 531 matched token, and 14669 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 15300 tokens : 3.483660130718954% similarity, with 533 matched token, and 14767 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 15400 tokens : 3.4805194805194803% similarity, with 536 matched token, and 14864 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 15500 tokens : 3.4709677419354836% similarity, with 538 matched token, and 14962 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 15600 tokens : 3.4871794871794872% similarity, with 544 matched token, and 15056 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 15700 tokens : 3.4904458598726116% similarity, with 548 matched token, and 15152 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 15800 tokens : 3.481012658227848% similarity, with 550 matched token, and 15250 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 15900 tokens : 3.471698113207547% similarity, with 552 matched token, and 15348 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 16000 tokens : 3.4562500000000003% similarity, with 553 matched token, and 15447 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "###\r\n", - "### Model validation end ###\r\n", - "###\r\n" - ] - } - ], - "source": [ - "!python3 ./memory_script/eval_v5wavenet_memory_guided.py \"../../../model/WaveV5-C-Tune5.pth\" \"./logs/WavenetV5-C-Tune5-16k.csv\" 4100 16000" - ] - }, - { - "cell_type": "markdown", - "id": "7056a9ac", - "metadata": { - "papermill": { - "duration": 0.152271, - "end_time": "2023-08-30T18:40:52.223337", - "exception": false, - "start_time": "2023-08-30T18:40:52.071066", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "# 1B5 Wavenet Ctx 16k - V5 benchmark\n", - "with 13 wavenet layers" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "b574f46c", - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-30T18:40:52.471501Z", - "iopub.status.busy": "2023-08-30T18:40:52.471033Z", - "iopub.status.idle": "2023-08-30T18:41:40.211011Z", - "shell.execute_reply": "2023-08-30T18:41:40.210232Z" - }, - "papermill": { - "duration": 47.866338, - "end_time": "2023-08-30T18:41:40.213051", - "exception": false, - "start_time": "2023-08-30T18:40:52.346713", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-08-30 18:40:55,360] [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" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "###\r\n", - "### Model validation start ###\r\n", - "###\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 5 tokens : 100.0% similarity, with 5 matched token, and 0 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 10 tokens : 100.0% similarity, with 10 matched token, and 0 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 15 tokens : 100.0% similarity, with 15 matched token, and 0 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 20 tokens : 100.0% similarity, with 20 matched token, and 0 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 25 tokens : 100.0% similarity, with 25 matched token, and 0 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 30 tokens : 100.0% similarity, with 30 matched token, and 0 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 35 tokens : 100.0% similarity, with 35 matched token, and 0 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 40 tokens : 100.0% similarity, with 40 matched token, and 0 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 45 tokens : 100.0% similarity, with 45 matched token, and 0 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 50 tokens : 100.0% similarity, with 50 matched token, and 0 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 55 tokens : 100.0% similarity, with 55 matched token, and 0 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 60 tokens : 100.0% similarity, with 60 matched token, and 0 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 65 tokens : 100.0% similarity, with 65 matched token, and 0 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 70 tokens : 100.0% similarity, with 70 matched token, and 0 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 75 tokens : 100.0% similarity, with 75 matched token, and 0 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 80 tokens : 100.0% similarity, with 80 matched token, and 0 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 85 tokens : 100.0% similarity, with 85 matched token, and 0 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 90 tokens : 100.0% similarity, with 90 matched token, and 0 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 95 tokens : 100.0% similarity, with 95 matched token, and 0 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 100 tokens : 100.0% similarity, with 100 matched token, and 0 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 105 tokens : 100.0% similarity, with 105 matched token, and 0 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 110 tokens : 99.0909090909091% similarity, with 109 matched token, and 1 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 115 tokens : 100.0% similarity, with 115 matched token, and 0 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 120 tokens : 99.16666666666667% similarity, with 119 matched token, and 1 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 125 tokens : 99.2% similarity, with 124 matched token, and 1 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 130 tokens : 100.0% similarity, with 130 matched token, and 0 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 135 tokens : 100.0% similarity, with 135 matched token, and 0 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 140 tokens : 100.0% similarity, with 140 matched token, and 0 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 145 tokens : 100.0% similarity, with 145 matched token, and 0 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 150 tokens : 100.0% similarity, with 150 matched token, and 0 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 160 tokens : 99.375% similarity, with 159 matched token, and 1 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 170 tokens : 99.41176470588235% similarity, with 169 matched token, and 1 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 180 tokens : 99.44444444444444% similarity, with 179 matched token, and 1 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 190 tokens : 100.0% similarity, with 190 matched token, and 0 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 200 tokens : 99.5% similarity, with 199 matched token, and 1 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 210 tokens : 100.0% similarity, with 210 matched token, and 0 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 220 tokens : 99.0909090909091% similarity, with 218 matched token, and 2 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 230 tokens : 99.1304347826087% similarity, with 228 matched token, and 2 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 240 tokens : 97.91666666666666% similarity, with 235 matched token, and 5 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 250 tokens : 98.0% similarity, with 245 matched token, and 5 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 260 tokens : 98.84615384615385% similarity, with 257 matched token, and 3 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 270 tokens : 98.51851851851852% similarity, with 266 matched token, and 4 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 280 tokens : 97.85714285714285% similarity, with 274 matched token, and 6 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 290 tokens : 97.93103448275862% similarity, with 284 matched token, and 6 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 300 tokens : 98.0% similarity, with 294 matched token, and 6 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 325 tokens : 98.15384615384616% similarity, with 319 matched token, and 6 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 350 tokens : 98.28571428571429% similarity, with 344 matched token, and 6 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 375 tokens : 98.13333333333333% similarity, with 368 matched token, and 7 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 400 tokens : 98.25% similarity, with 393 matched token, and 7 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 425 tokens : 98.11764705882354% similarity, with 417 matched token, and 8 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 450 tokens : 98.22222222222223% similarity, with 442 matched token, and 8 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 475 tokens : 98.3157894736842% similarity, with 467 matched token, and 8 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 500 tokens : 97.8% similarity, with 489 matched token, and 11 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 525 tokens : 97.33333333333334% similarity, with 511 matched token, and 14 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 550 tokens : 97.0909090909091% similarity, with 534 matched token, and 16 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 575 tokens : 97.3913043478261% similarity, with 560 matched token, and 15 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 600 tokens : 97.0% similarity, with 582 matched token, and 18 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 625 tokens : 97.28% similarity, with 608 matched token, and 17 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 650 tokens : 96.92307692307692% similarity, with 630 matched token, and 20 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 675 tokens : 97.18518518518519% similarity, with 656 matched token, and 19 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 700 tokens : 96.71428571428572% similarity, with 677 matched token, and 23 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 750 tokens : 97.46666666666667% similarity, with 731 matched token, and 19 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 800 tokens : 97.125% similarity, with 777 matched token, and 23 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 850 tokens : 97.52941176470588% similarity, with 829 matched token, and 21 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 900 tokens : 97.22222222222221% similarity, with 875 matched token, and 25 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 950 tokens : 96.42105263157895% similarity, with 916 matched token, and 34 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 1000 tokens : 96.3% similarity, with 963 matched token, and 37 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Finished baseline model to eval output predictive matching (aka 0 memory?), for 1000 tokens\r\n", - "###\r\n", - "### Model validation end ###\r\n", - "###\r\n" - ] - } - ], - "source": [ - "!export RWKV_WAVENET_LAYERS=\"13\" && \\\n", - " python3 ./memory_script/eval_v5wavenet_memory_guided.py \"../../../model/v5wave-1B5-E0_1-ctx-16k-preview-30p.pth\" \"./logs/v5wave-13-1B5-E0_1-ctx-16k-1k.csv\"" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "f42b6133", - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-30T18:41:40.478784Z", - "iopub.status.busy": "2023-08-30T18:41:40.478195Z", - "iopub.status.idle": "2023-08-30T18:44:24.855356Z", - "shell.execute_reply": "2023-08-30T18:44:24.854639Z" - }, - "papermill": { - "duration": 164.510573, - "end_time": "2023-08-30T18:44:24.857263", - "exception": false, - "start_time": "2023-08-30T18:41:40.346690", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-08-30 18:41:43,380] [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" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "###\r\n", - "### Model validation start ###\r\n", - "###\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 1100 tokens : 95.45454545454545% similarity, with 1050 matched token, and 50 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 1150 tokens : 95.1304347826087% similarity, with 1094 matched token, and 56 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 1200 tokens : 94.08333333333333% similarity, with 1129 matched token, and 71 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 1250 tokens : 94.32000000000001% similarity, with 1179 matched token, and 71 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 1300 tokens : 94.15384615384616% similarity, with 1224 matched token, and 76 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 1350 tokens : 94.07407407407408% similarity, with 1270 matched token, and 80 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 1400 tokens : 94.42857142857143% similarity, with 1322 matched token, and 78 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 1450 tokens : 94.06896551724138% similarity, with 1364 matched token, and 86 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 1500 tokens : 93.93333333333334% similarity, with 1409 matched token, and 91 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 1550 tokens : 93.35483870967742% similarity, with 1447 matched token, and 103 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 1600 tokens : 92.875% similarity, with 1486 matched token, and 114 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 1650 tokens : 92.36363636363636% similarity, with 1524 matched token, and 126 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 1700 tokens : 90.23529411764706% similarity, with 1534 matched token, and 166 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 1750 tokens : 89.31428571428572% similarity, with 1563 matched token, and 187 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 1800 tokens : 88.27777777777777% similarity, with 1589 matched token, and 211 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 1850 tokens : 86.10810810810811% similarity, with 1593 matched token, and 257 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 1900 tokens : 85.21052631578947% similarity, with 1619 matched token, and 281 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 1950 tokens : 82.41025641025641% similarity, with 1607 matched token, and 343 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 2000 tokens : 80.2% similarity, with 1604 matched token, and 396 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 2050 tokens : 78.4390243902439% similarity, with 1608 matched token, and 442 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 2100 tokens : 76.14285714285714% similarity, with 1599 matched token, and 501 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 2150 tokens : 73.86046511627907% similarity, with 1588 matched token, and 562 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 2200 tokens : 72.0% similarity, with 1584 matched token, and 616 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 2250 tokens : 69.73333333333333% similarity, with 1569 matched token, and 681 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 2300 tokens : 67.65217391304348% similarity, with 1556 matched token, and 744 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 2350 tokens : 65.91489361702128% similarity, with 1549 matched token, and 801 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 2400 tokens : 64.04166666666666% similarity, with 1537 matched token, and 863 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 2450 tokens : 62.36734693877551% similarity, with 1528 matched token, and 922 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 2500 tokens : 61.12% similarity, with 1528 matched token, and 972 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 2550 tokens : 59.92156862745098% similarity, with 1528 matched token, and 1022 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 2600 tokens : 58.61538461538461% similarity, with 1524 matched token, and 1076 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 2650 tokens : 57.62264150943396% similarity, with 1527 matched token, and 1123 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 2700 tokens : 56.96296296296296% similarity, with 1538 matched token, and 1162 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 2750 tokens : 55.16363636363636% similarity, with 1517 matched token, and 1233 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 2800 tokens : 54.42857142857142% similarity, with 1524 matched token, and 1276 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 2850 tokens : 53.6140350877193% similarity, with 1528 matched token, and 1322 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 2900 tokens : 52.79310344827586% similarity, with 1531 matched token, and 1369 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 2950 tokens : 51.559322033898304% similarity, with 1521 matched token, and 1429 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 3000 tokens : 50.53333333333333% similarity, with 1516 matched token, and 1484 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 3050 tokens : 49.31147540983606% similarity, with 1504 matched token, and 1546 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 3100 tokens : 48.16129032258065% similarity, with 1493 matched token, and 1607 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 3150 tokens : 47.269841269841265% similarity, with 1489 matched token, and 1661 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 3200 tokens : 46.09375% similarity, with 1475 matched token, and 1725 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 3250 tokens : 44.89230769230769% similarity, with 1459 matched token, and 1791 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 3300 tokens : 44.333333333333336% similarity, with 1463 matched token, and 1837 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 3350 tokens : 43.343283582089555% similarity, with 1452 matched token, and 1898 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 3400 tokens : 42.529411764705884% similarity, with 1446 matched token, and 1954 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 3450 tokens : 41.47826086956522% similarity, with 1431 matched token, and 2019 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 3500 tokens : 40.400000000000006% similarity, with 1414 matched token, and 2086 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 3550 tokens : 39.718309859154935% similarity, with 1410 matched token, and 2140 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 3600 tokens : 38.88888888888889% similarity, with 1400 matched token, and 2200 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 3650 tokens : 37.78082191780822% similarity, with 1379 matched token, and 2271 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 3700 tokens : 37.21621621621621% similarity, with 1377 matched token, and 2323 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 3750 tokens : 36.586666666666666% similarity, with 1372 matched token, and 2378 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 3800 tokens : 35.868421052631575% similarity, with 1363 matched token, and 2437 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 3850 tokens : 35.24675324675325% similarity, with 1357 matched token, and 2493 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 3900 tokens : 34.717948717948715% similarity, with 1354 matched token, and 2546 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 3950 tokens : 33.67088607594937% similarity, with 1330 matched token, and 2620 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 4000 tokens : 33.225% similarity, with 1329 matched token, and 2671 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "###\r\n", - "### Model validation end ###\r\n", - "###\r\n" - ] - } - ], - "source": [ - "!export RWKV_WAVENET_LAYERS=\"13\" && \\\n", - " python3 ./memory_script/eval_v5wavenet_memory_guided.py \"../../../model/v5wave-1B5-E0_1-ctx-16k-preview-30p.pth\" \"./logs/v5wave-13-1B5-E0_1-ctx-16k-4k.csv\" 1100 4000" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "af7dc637", - "metadata": { - "execution": { - "iopub.execute_input": "2023-08-30T18:44:25.119854Z", - "iopub.status.busy": "2023-08-30T18:44:25.119604Z", - "iopub.status.idle": "2023-08-30T19:26:05.188075Z", - "shell.execute_reply": "2023-08-30T19:26:05.187216Z" - }, - "papermill": { - "duration": 2500.199493, - "end_time": "2023-08-30T19:26:05.190157", - "exception": false, - "start_time": "2023-08-30T18:44:24.990664", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-08-30 18:44:28,008] [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" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "###\r\n", - "### Model validation start ###\r\n", - "###\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 4100 tokens : 31.51219512195122% similarity, with 1292 matched token, and 2808 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 4200 tokens : 30.142857142857142% similarity, with 1266 matched token, and 2934 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 4300 tokens : 28.53488372093023% similarity, with 1227 matched token, and 3073 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 4400 tokens : 27.18181818181818% similarity, with 1196 matched token, and 3204 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 4500 tokens : 25.68888888888889% similarity, with 1156 matched token, and 3344 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 4600 tokens : 24.0% similarity, with 1104 matched token, and 3496 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 4700 tokens : 22.893617021276597% similarity, with 1076 matched token, and 3624 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 4800 tokens : 21.6875% similarity, with 1041 matched token, and 3759 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 4900 tokens : 20.06122448979592% similarity, with 983 matched token, and 3917 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 5000 tokens : 18.64% similarity, with 932 matched token, and 4068 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 5100 tokens : 17.235294117647058% similarity, with 879 matched token, and 4221 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 5200 tokens : 16.134615384615383% similarity, with 839 matched token, and 4361 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 5300 tokens : 14.981132075471699% similarity, with 794 matched token, and 4506 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 5400 tokens : 14.000000000000002% similarity, with 756 matched token, and 4644 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 5500 tokens : 13.054545454545455% similarity, with 718 matched token, and 4782 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 5600 tokens : 12.25% similarity, with 686 matched token, and 4914 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 5700 tokens : 11.350877192982455% similarity, with 647 matched token, and 5053 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 5800 tokens : 10.724137931034484% similarity, with 622 matched token, and 5178 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 5900 tokens : 10.0% similarity, with 590 matched token, and 5310 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 6000 tokens : 9.216666666666667% similarity, with 553 matched token, and 5447 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 6100 tokens : 8.721311475409836% similarity, with 532 matched token, and 5568 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 6200 tokens : 8.258064516129032% similarity, with 512 matched token, and 5688 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 6300 tokens : 7.968253968253968% similarity, with 502 matched token, and 5798 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 6400 tokens : 7.5625% similarity, with 484 matched token, and 5916 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 6500 tokens : 7.246153846153847% similarity, with 471 matched token, and 6029 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 6600 tokens : 7.090909090909091% similarity, with 468 matched token, and 6132 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 6700 tokens : 6.656716417910448% similarity, with 446 matched token, and 6254 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 6800 tokens : 6.411764705882353% similarity, with 436 matched token, and 6364 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 6900 tokens : 6.086956521739131% similarity, with 420 matched token, and 6480 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 7000 tokens : 5.728571428571429% similarity, with 401 matched token, and 6599 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 7100 tokens : 5.436619718309859% similarity, with 386 matched token, and 6714 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 7200 tokens : 5.25% similarity, with 378 matched token, and 6822 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 7300 tokens : 5.068493150684931% similarity, with 370 matched token, and 6930 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 7400 tokens : 4.972972972972973% similarity, with 368 matched token, and 7032 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 7500 tokens : 4.8% similarity, with 360 matched token, and 7140 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 7600 tokens : 4.7105263157894735% similarity, with 358 matched token, and 7242 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 7700 tokens : 4.4935064935064934% similarity, with 346 matched token, and 7354 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 7800 tokens : 4.346153846153846% similarity, with 339 matched token, and 7461 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 7900 tokens : 4.0886075949367084% similarity, with 323 matched token, and 7577 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 8000 tokens : 3.975% similarity, with 318 matched token, and 7682 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 8100 tokens : 3.8148148148148144% similarity, with 309 matched token, and 7791 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 8200 tokens : 3.8048780487804876% similarity, with 312 matched token, and 7888 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 8300 tokens : 3.6506024096385543% similarity, with 303 matched token, and 7997 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 8400 tokens : 3.619047619047619% similarity, with 304 matched token, and 8096 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 8500 tokens : 3.6117647058823534% similarity, with 307 matched token, and 8193 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 8600 tokens : 3.558139534883721% similarity, with 306 matched token, and 8294 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 8700 tokens : 3.5402298850574714% similarity, with 308 matched token, and 8392 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 8800 tokens : 3.5113636363636362% similarity, with 309 matched token, and 8491 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 8900 tokens : 3.51685393258427% similarity, with 313 matched token, and 8587 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 9000 tokens : 3.4666666666666663% similarity, with 312 matched token, and 8688 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 9100 tokens : 3.472527472527472% similarity, with 316 matched token, and 8784 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 9200 tokens : 3.4891304347826084% similarity, with 321 matched token, and 8879 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 9300 tokens : 3.4193548387096775% similarity, with 318 matched token, and 8982 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 9400 tokens : 3.4148936170212765% similarity, with 321 matched token, and 9079 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 9500 tokens : 3.4105263157894736% similarity, with 324 matched token, and 9176 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 9600 tokens : 3.4062500000000004% similarity, with 327 matched token, and 9273 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 9700 tokens : 3.402061855670103% similarity, with 330 matched token, and 9370 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 9800 tokens : 3.387755102040816% similarity, with 332 matched token, and 9468 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 9900 tokens : 3.404040404040404% similarity, with 337 matched token, and 9563 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 10000 tokens : 3.4299999999999997% similarity, with 343 matched token, and 9657 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 10100 tokens : 3.445544554455446% similarity, with 348 matched token, and 9752 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 10200 tokens : 3.431372549019608% similarity, with 350 matched token, and 9850 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 10300 tokens : 3.4368932038834954% similarity, with 354 matched token, and 9946 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 10400 tokens : 3.4423076923076925% similarity, with 358 matched token, and 10042 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 10500 tokens : 3.4666666666666663% similarity, with 364 matched token, and 10136 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 10600 tokens : 3.443396226415094% similarity, with 365 matched token, and 10235 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 10700 tokens : 3.4766355140186915% similarity, with 372 matched token, and 10328 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 10800 tokens : 3.4814814814814814% similarity, with 376 matched token, and 10424 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 10900 tokens : 3.4678899082568804% similarity, with 378 matched token, and 10522 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 11000 tokens : 3.4727272727272727% similarity, with 382 matched token, and 10618 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 11100 tokens : 3.4774774774774775% similarity, with 386 matched token, and 10714 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 11200 tokens : 3.4642857142857144% similarity, with 388 matched token, and 10812 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 11300 tokens : 3.4601769911504423% similarity, with 391 matched token, and 10909 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 11400 tokens : 3.508771929824561% similarity, with 400 matched token, and 11000 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 11500 tokens : 3.5130434782608697% similarity, with 404 matched token, and 11096 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 11600 tokens : 3.53448275862069% similarity, with 410 matched token, and 11190 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 11700 tokens : 3.5213675213675217% similarity, with 412 matched token, and 11288 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 11800 tokens : 3.5423728813559316% similarity, with 418 matched token, and 11382 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 11900 tokens : 3.5546218487394956% similarity, with 423 matched token, and 11477 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 12000 tokens : 3.5666666666666664% similarity, with 428 matched token, and 11572 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 12100 tokens : 3.56198347107438% similarity, with 431 matched token, and 11669 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 12200 tokens : 3.5573770491803276% similarity, with 434 matched token, and 11766 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 12300 tokens : 3.560975609756097% similarity, with 438 matched token, and 11862 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 12400 tokens : 3.5725806451612905% similarity, with 443 matched token, and 11957 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 12500 tokens : 3.56% similarity, with 445 matched token, and 12055 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 12600 tokens : 3.5634920634920637% similarity, with 449 matched token, and 12151 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 12700 tokens : 3.559055118110236% similarity, with 452 matched token, and 12248 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 12800 tokens : 3.5546875% similarity, with 455 matched token, and 12345 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 12900 tokens : 3.558139534883721% similarity, with 459 matched token, and 12441 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 13000 tokens : 3.569230769230769% similarity, with 464 matched token, and 12536 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 13100 tokens : 3.557251908396947% similarity, with 466 matched token, and 12634 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 13200 tokens : 3.5681818181818183% similarity, with 471 matched token, and 12729 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 13300 tokens : 3.556390977443609% similarity, with 473 matched token, and 12827 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 13400 tokens : 3.5746268656716413% similarity, with 479 matched token, and 12921 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 13500 tokens : 3.562962962962963% similarity, with 481 matched token, and 13019 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 13600 tokens : 3.573529411764706% similarity, with 486 matched token, and 13114 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 13700 tokens : 3.5620437956204376% similarity, with 488 matched token, and 13212 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 13800 tokens : 3.5652173913043477% similarity, with 492 matched token, and 13308 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 13900 tokens : 3.575539568345324% similarity, with 497 matched token, and 13403 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 14000 tokens : 3.5999999999999996% similarity, with 504 matched token, and 13496 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 14100 tokens : 3.595744680851064% similarity, with 507 matched token, and 13593 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 14200 tokens : 3.591549295774648% similarity, with 510 matched token, and 13690 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 14300 tokens : 3.5874125874125875% similarity, with 513 matched token, and 13787 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 14400 tokens : 3.5972222222222223% similarity, with 518 matched token, and 13882 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 14500 tokens : 3.5862068965517238% similarity, with 520 matched token, and 13980 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 14600 tokens : 3.582191780821918% similarity, with 523 matched token, and 14077 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 14700 tokens : 3.612244897959184% similarity, with 531 matched token, and 14169 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 14800 tokens : 3.5945945945945947% similarity, with 532 matched token, and 14268 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 14900 tokens : 3.5906040268456376% similarity, with 535 matched token, and 14365 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 15000 tokens : 3.5866666666666664% similarity, with 538 matched token, and 14462 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 15100 tokens : 3.589403973509934% similarity, with 542 matched token, and 14558 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 15200 tokens : 3.578947368421052% similarity, with 544 matched token, and 14656 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 15300 tokens : 3.581699346405229% similarity, with 548 matched token, and 14752 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 15400 tokens : 3.5779220779220777% similarity, with 551 matched token, and 14849 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 15500 tokens : 3.5806451612903225% similarity, with 555 matched token, and 14945 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 15600 tokens : 3.5897435897435894% similarity, with 560 matched token, and 15040 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 15700 tokens : 3.5987261146496814% similarity, with 565 matched token, and 15135 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 15800 tokens : 3.588607594936709% similarity, with 567 matched token, and 15233 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 15900 tokens : 3.5849056603773586% similarity, with 570 matched token, and 15330 token mismatch\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "## Model validation for 16000 tokens : 3.5749999999999997% similarity, with 572 matched token, and 15428 token mismatch\r\n", - "###\r\n", - "### Model validation end ###\r\n", - "###\r\n" - ] - } - ], - "source": [ - "!export RWKV_WAVENET_LAYERS=\"13\" && \\\n", - " python3 ./memory_script/eval_v5wavenet_memory_guided.py \"../../../model/v5wave-1B5-E0_1-ctx-16k-preview-30p.pth\" \"./logs/v5wave-13-1B5-E0_1-ctx-16k-16k.csv\" 4100 16000" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "rwkv-infctx", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.12" - }, - "papermill": { - "default_parameters": {}, - "duration": 6134.036813, - "end_time": "2023-08-30T19:26:05.489450", - "environment_variables": {}, - "exception": null, - "input_path": "/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/notebook/experiment/memory-bench/Benchmark-V5wavenet.ipynb", - "output_path": "/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/output/experiment/memory-bench/Benchmark-V5wavenet.ipynb", - "parameters": {}, - "start_time": "2023-08-30T17:43:51.452637", - "version": "2.4.0" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} \ No newline at end of file