From 432ffa8d8ce6b4eb3e29e838b0101f2d33a59d18 Mon Sep 17 00:00:00 2001 From: Brett Kuprel Date: Thu, 30 Jun 2022 20:55:42 -0400 Subject: [PATCH] reusable mega torch model works in standard colab runtime --- min_dalle.ipynb | 19 ++++++++----------- 1 file changed, 8 insertions(+), 11 deletions(-) diff --git a/min_dalle.ipynb b/min_dalle.ipynb index 37b37db..33d1c0e 100644 --- a/min_dalle.ipynb +++ b/min_dalle.ipynb @@ -54,8 +54,7 @@ "id": "kViq2dMbGDKt" }, "source": [ - "### Load Model\n", - "Note: if you are using a high-RAM runtime check the \"reusable\" box. It loads the model once and allows it to be reused, decreasing the time to generate an image from over a minute down to about 10 seconds" + "### Load Model" ] }, { @@ -66,7 +65,7 @@ "base_uri": "https://localhost:8080/" }, "id": "8W-L2ICFGFup", - "outputId": "2fe867bc-ee6e-49d6-f2ad-f2e25301c548" + "outputId": "d32de7b3-6bbb-49fb-d0e9-032593e2687f" }, "outputs": [ { @@ -90,9 +89,8 @@ "\n", "mega = True #@param {type:\"boolean\"}\n", "torch = True #@param {type:\"boolean\"}\n", - "reusable = False #@param {type:\"boolean\"}\n", "model_class = MinDalleTorch if torch else MinDalleFlax\n", - "model = model_class(mega, reusable)\n" + "model = model_class(mega)\n" ] }, { @@ -106,14 +104,14 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 528 }, "id": "nQ0UG05dA4p2", - "outputId": "a7611ef7-6546-4ecd-ba3e-7fcc83e8e4dd" + "outputId": "9a1158e0-9039-4c77-bfb1-39ead0757672" }, "outputs": [ { @@ -139,7 +137,7 @@ "output_type": "display_data", "data": { "text/plain": [ - "" + "" ], "image/png": 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\n" }, @@ -149,8 +147,8 @@ "output_type": "stream", "name": "stdout", "text": [ - "CPU times: user 10.7 s, sys: 29.3 ms, total: 10.7 s\n", - "Wall time: 10.6 s\n" + "CPU times: user 7.54 s, sys: 57.6 ms, total: 7.6 s\n", + "Wall time: 8.49 s\n" ] } ], @@ -171,7 +169,6 @@ "collapsed_sections": [ "Zl_ZFisFApeh" ], - "machine_shape": "hm", "name": "min-dalle", "provenance": [], "include_colab_link": true