diff --git a/llm/Gauss_GRPO.ipynb b/llm/Gauss_GRPO.ipynb index 82a97be..6cb9036 100644 --- a/llm/Gauss_GRPO.ipynb +++ b/llm/Gauss_GRPO.ipynb @@ -283,7 +283,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "5c28621d-5fe8-43df-9df1-b7cffa833423", "metadata": {}, "outputs": [], @@ -309,10 +309,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "4ef7894d-ede1-4802-a46f-609e426fab17", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig = plt.figure(figsize=(12, 8))\n", "ax = fig.add_subplot(111, projection='3d')\n", @@ -328,10 +339,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "9b93b57d-b3c6-4e11-8837-7b18f5131518", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.figure(figsize=(10, 6))\n", "plt.contourf(theta_values, alpha_values, np.cumsum(all_grad,1), cmap='viridis')\n", @@ -346,10 +368,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "ba7efadb-7598-42f6-a1fa-5bc8fd49e2e2", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.figure(figsize=(10, 6))\n", "plt.contourf(theta_values, alpha_values, all_grad, cmap='viridis')\n", @@ -372,10 +405,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "adb1de6e-7698-4ed4-82a5-5cdf3716c900", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "from mpl_toolkits.mplot3d import Axes3D\n", "\n", @@ -399,7 +443,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "6486ba04-d890-4807-a383-0db6e2ffe0ce", "metadata": {}, "outputs": [], @@ -439,10 +483,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "id": "407ff8c9-0f0f-4189-9140-44ec79e91b9d", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.figure(figsize=(10, 5))\n", "\n", @@ -489,7 +555,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "id": "03251d98-f287-4775-9558-955c781aa7be", "metadata": {}, "outputs": [], @@ -518,10 +584,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "id": "0887a4d1-59ca-4f3e-8b32-8212a15db91c", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig = plt.figure(figsize=(12, 8))\n", "ax = fig.add_subplot(111, projection='3d')\n", @@ -537,10 +614,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "id": "b5cda556-6c86-402a-8f59-0f1ccfc5e6ee", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.figure(figsize=(10, 6))\n", "plt.contourf(theta_values, delta_values, np.cumsum(all_grad,1), cmap='viridis')\n", @@ -562,10 +650,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "id": "2196ea17-5790-4658-a4f9-9c5554682c02", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.figure(figsize=(10, 6))\n", "plt.contourf(theta_values, delta_values, all_grad, cmap='viridis')\n", @@ -580,10 +679,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "id": "ebf7b1e7-547f-460b-bb4f-cb8f28b572ab", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig = plt.figure(figsize=(12, 8))\n", "ax = fig.add_subplot(111, projection='3d')\n",