diff --git a/docs/docs/integrations/callbacks/infino.ipynb b/docs/docs/integrations/callbacks/infino.ipynb index 0aa362f74b..ad5d88343e 100644 --- a/docs/docs/integrations/callbacks/infino.ipynb +++ b/docs/docs/integrations/callbacks/infino.ipynb @@ -7,7 +7,7 @@ "source": [ "# Infino\n", "\n", - "This example shows how one can track the following while calling OpenAI models via `LangChain` and [Infino](https://github.com/infinohq/infino):\n", + "This example shows how one can track the following while calling OpenAI and ChatOpenAI models via `LangChain` and [Infino](https://github.com/infinohq/infino):\n", "\n", "* prompt input,\n", "* response from `ChatGPT` or any other `LangChain` model,\n", @@ -26,29 +26,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "ed46c894-caa6-49b2-85d1-f275374fa308", "metadata": {}, "outputs": [], "source": [ "# Install necessary dependencies.\n", - "!pip install infinopy\n", - "!pip install matplotlib" + "!pip install -q infinopy\n", + "!pip install -q matplotlib\n", + "!pip install -q tiktoken" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "3a5a0976-9953-41d8-880c-eb3f2992e936", "metadata": {}, "outputs": [], "source": [ - "# Remove the (1) import sys and sys.path.append(..) and (2) uncomment `!pip install langchain` after merging the PR for Infino/LangChain integration.\n", - "import sys\n", - "\n", - "sys.path.append(\"../../../../../langchain\")\n", - "\n", - "\n", "import datetime as dt\n", "import json\n", "from langchain.llms import OpenAI\n", @@ -72,7 +67,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 3, "id": "748b9858-5145-4351-976a-ca2d54e836a6", "metadata": {}, "outputs": [ @@ -80,7 +75,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "497a621125800abdd19f57ce7e033349b3cf83ca8cea6a74e8e28433a42ecadd\n" + "a1159e99c6bdb3101139157acee6aba7ae9319375e77ab6fbc79beff75abeca3\n" ] } ], @@ -102,7 +97,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 4, "id": "b659fd0c-0d8c-470e-8b6c-867a117f2a27", "metadata": {}, "outputs": [], @@ -138,12 +133,12 @@ "id": "dce1b820-3f1a-4b94-b848-4c6032cadc18", "metadata": {}, "source": [ - "## LangChain OpenAI Q&A; Publish metrics and logs to Infino" + "## Example 1: LangChain OpenAI Q&A; Publish metrics and logs to Infino" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 5, "id": "d5cebf35-2d10-48b8-ab11-c4a574c595d2", "metadata": {}, "outputs": [ @@ -152,25 +147,25 @@ "output_type": "stream", "text": [ "In what country is Normandy located?\n", - "generations=[[Generation(text='\\n\\nNormandy is located in France.', generation_info={'finish_reason': 'stop', 'logprobs': None})]] llm_output={'token_usage': {'total_tokens': 16, 'completion_tokens': 9, 'prompt_tokens': 7}, 'model_name': 'text-davinci-003'} run=RunInfo(run_id=UUID('8de21639-acec-4bd1-a12d-8124de1e20da'))\n", + "generations=[[Generation(text='\\n\\nNormandy is located in France.', generation_info={'finish_reason': 'stop', 'logprobs': None})]] llm_output={'token_usage': {'total_tokens': 16, 'prompt_tokens': 7, 'completion_tokens': 9}, 'model_name': 'text-davinci-003'} run=[RunInfo(run_id=UUID('67a516e3-d48a-4e83-92ba-a139079bd3b1'))]\n", "When were the Normans in Normandy?\n", - "generations=[[Generation(text='\\n\\nThe Normans first settled in Normandy in the late 9th century.', generation_info={'finish_reason': 'stop', 'logprobs': None})]] llm_output={'token_usage': {'total_tokens': 24, 'completion_tokens': 16, 'prompt_tokens': 8}, 'model_name': 'text-davinci-003'} run=RunInfo(run_id=UUID('cf81fc86-250b-4e6e-9d92-2df3bebb019a'))\n", + "generations=[[Generation(text='\\n\\nThe Normans first settled in Normandy in the late 9th century.', generation_info={'finish_reason': 'stop', 'logprobs': None})]] llm_output={'token_usage': {'total_tokens': 24, 'prompt_tokens': 8, 'completion_tokens': 16}, 'model_name': 'text-davinci-003'} run=[RunInfo(run_id=UUID('6417a773-c863-4942-9607-c8a0c5d486e7'))]\n", "From which countries did the Norse originate?\n", - "generations=[[Generation(text='\\n\\nThe Norse originated from Scandinavia, which includes modern-day Norway, Sweden, and Denmark.', generation_info={'finish_reason': 'stop', 'logprobs': None})]] llm_output={'token_usage': {'total_tokens': 29, 'completion_tokens': 21, 'prompt_tokens': 8}, 'model_name': 'text-davinci-003'} run=RunInfo(run_id=UUID('50f42f5e-b4a4-411a-a049-f92cb573a74f'))\n", + "generations=[[Generation(text='\\n\\nThe Norse originated from Scandinavia, which includes the modern-day countries of Norway, Sweden, and Denmark.', generation_info={'finish_reason': 'stop', 'logprobs': None})]] llm_output={'token_usage': {'total_tokens': 32, 'prompt_tokens': 8, 'completion_tokens': 24}, 'model_name': 'text-davinci-003'} run=[RunInfo(run_id=UUID('70547d72-7925-454e-97fb-5539f8788c3f'))]\n", "Who was the Norse leader?\n", - "generations=[[Generation(text='\\n\\nThe most famous Norse leader was the legendary Viking king Ragnar Lodbrok. He is believed to have lived in the 9th century and is renowned for his exploits in England and France.', generation_info={'finish_reason': 'stop', 'logprobs': None})]] llm_output={'token_usage': {'total_tokens': 45, 'completion_tokens': 39, 'prompt_tokens': 6}, 'model_name': 'text-davinci-003'} run=RunInfo(run_id=UUID('e32f31cb-ddc9-4863-8e6e-cb7a281a0ada'))\n", + "generations=[[Generation(text='\\n\\nThe most famous Norse leader was the legendary Viking king Ragnar Lodbrok. He was a legendary Viking hero and ruler who is said to have lived in the 9th century. He is known for his legendary exploits, including leading a Viking raid on Paris in 845.', generation_info={'finish_reason': 'stop', 'logprobs': None})]] llm_output={'token_usage': {'total_tokens': 62, 'prompt_tokens': 6, 'completion_tokens': 56}, 'model_name': 'text-davinci-003'} run=[RunInfo(run_id=UUID('04500e37-44ab-4e56-9017-76fe8c19e2ca'))]\n", "What century did the Normans first gain their separate identity?\n", - "generations=[[Generation(text='\\n\\nThe Normans first gained their separate identity in the 11th century.', generation_info={'finish_reason': 'stop', 'logprobs': None})]] llm_output={'token_usage': {'total_tokens': 28, 'completion_tokens': 16, 'prompt_tokens': 12}, 'model_name': 'text-davinci-003'} run=RunInfo(run_id=UUID('da9d8f73-b3b3-4bc5-8495-da8b11462a51'))\n", + "generations=[[Generation(text='\\n\\nThe Normans first gained their separate identity in the 11th century.', generation_info={'finish_reason': 'stop', 'logprobs': None})]] llm_output={'token_usage': {'total_tokens': 28, 'prompt_tokens': 12, 'completion_tokens': 16}, 'model_name': 'text-davinci-003'} run=[RunInfo(run_id=UUID('adf319b7-1022-40df-9afe-1d65f869d83d'))]\n", "Who gave their name to Normandy in the 1000's and 1100's\n", - "generations=[[Generation(text='\\n\\nThe Normans, a people from northern France, gave their name to Normandy in the 1000s and 1100s. The Normans were descended from Viking settlers who had come to the region in the late 800s.', generation_info={'finish_reason': 'stop', 'logprobs': None})]] llm_output={'token_usage': {'total_tokens': 58, 'completion_tokens': 45, 'prompt_tokens': 13}, 'model_name': 'text-davinci-003'} run=RunInfo(run_id=UUID('bb5829bf-b6a6-4429-adfa-414ac5be46e5'))\n", + "generations=[[Generation(text='\\n\\nThe Normans, a people from northern France, gave their name to Normandy in the 1000s and 1100s. The Normans were descendants of Vikings who had settled in the region in the late 800s.', generation_info={'finish_reason': 'stop', 'logprobs': None})]] llm_output={'token_usage': {'total_tokens': 57, 'prompt_tokens': 13, 'completion_tokens': 44}, 'model_name': 'text-davinci-003'} run=[RunInfo(run_id=UUID('1a0503bc-d033-4b69-a5fa-5e1796566133'))]\n", "What is France a region of?\n", - "generations=[[Generation(text='\\n\\nFrance is a region of Europe.', generation_info={'finish_reason': 'stop', 'logprobs': None})]] llm_output={'token_usage': {'total_tokens': 16, 'completion_tokens': 9, 'prompt_tokens': 7}, 'model_name': 'text-davinci-003'} run=RunInfo(run_id=UUID('6943880b-b4e4-4c74-9ca1-8c03c10f7e9c'))\n", + "generations=[[Generation(text='\\n\\nFrance is a region of Europe.', generation_info={'finish_reason': 'stop', 'logprobs': None})]] llm_output={'token_usage': {'total_tokens': 16, 'prompt_tokens': 7, 'completion_tokens': 9}, 'model_name': 'text-davinci-003'} run=[RunInfo(run_id=UUID('7485d954-1c14-4dff-988a-25a0aa0871cc'))]\n", "Who did King Charles III swear fealty to?\n", - "generations=[[Generation(text='\\n\\nKing Charles III swore fealty to Pope Innocent III.', generation_info={'finish_reason': 'stop', 'logprobs': None})]] llm_output={'token_usage': {'total_tokens': 23, 'completion_tokens': 13, 'prompt_tokens': 10}, 'model_name': 'text-davinci-003'} run=RunInfo(run_id=UUID('c91fd663-09e6-4d00-b746-4c7fd96f9ceb'))\n", + "generations=[[Generation(text='\\n\\nKing Charles III swore fealty to King Philip II of Spain.', generation_info={'finish_reason': 'stop', 'logprobs': None})]] llm_output={'token_usage': {'total_tokens': 25, 'prompt_tokens': 10, 'completion_tokens': 15}, 'model_name': 'text-davinci-003'} run=[RunInfo(run_id=UUID('292c7143-4a08-43cd-a1e1-42cb1f594f33'))]\n", "When did the Frankish identity emerge?\n", - "generations=[[Generation(text='\\n\\nThe Frankish identity began to emerge in the late 5th century, when the Franks began to expand their power and influence in the region. The Franks were a Germanic tribe that had migrated to the area from the east and had established a kingdom in what is now modern-day France. The Franks were eventually able to establish a powerful kingdom that lasted until the 10th century.', generation_info={'finish_reason': 'stop', 'logprobs': None})]] llm_output={'token_usage': {'total_tokens': 86, 'completion_tokens': 78, 'prompt_tokens': 8}, 'model_name': 'text-davinci-003'} run=RunInfo(run_id=UUID('23f86775-e592-4cb8-baa3-46ebe74305b2'))\n", + "generations=[[Generation(text='\\n\\nThe Frankish identity began to emerge in the late 5th century, when the Franks began to expand their power and influence in the region. The Franks were a Germanic tribe that had settled in the area of modern-day France and Germany. They eventually established the Merovingian dynasty, which ruled much of Western Europe from the mid-6th century until 751.', generation_info={'finish_reason': 'stop', 'logprobs': None})]] llm_output={'token_usage': {'total_tokens': 85, 'prompt_tokens': 8, 'completion_tokens': 77}, 'model_name': 'text-davinci-003'} run=[RunInfo(run_id=UUID('3d9475c2-931e-4217-8bc3-b3e970e7597c'))]\n", "Who was the duke in the battle of Hastings?\n", - "generations=[[Generation(text='\\n\\nThe Duke of Normandy, William the Conqueror, was the leader of the Norman forces at the Battle of Hastings in 1066.', generation_info={'finish_reason': 'stop', 'logprobs': None})]] llm_output={'token_usage': {'total_tokens': 39, 'completion_tokens': 28, 'prompt_tokens': 11}, 'model_name': 'text-davinci-003'} run=RunInfo(run_id=UUID('ad5b7984-8758-4d95-a5eb-ee56e0218f6b'))\n" + "generations=[[Generation(text='\\n\\nThe Duke of Normandy, William the Conqueror, was the leader of the Norman forces at the Battle of Hastings in 1066.', generation_info={'finish_reason': 'stop', 'logprobs': None})]] llm_output={'token_usage': {'total_tokens': 39, 'prompt_tokens': 11, 'completion_tokens': 28}, 'model_name': 'text-davinci-003'} run=[RunInfo(run_id=UUID('b8f84619-ea5f-4c18-b411-b62194f36fe0'))]\n" ] } ], @@ -210,8 +205,8 @@ }, { "cell_type": "code", - "execution_count": null, - "id": "f078c612-89e0-4a1d-b1a8-bf36b664a10e", + "execution_count": 6, + "id": "2eeeb6aa-e7b4-4a12-bbc6-6c4f1459810a", "metadata": {}, "outputs": [], "source": [ @@ -240,8 +235,67 @@ " plt.title(title)\n", "\n", " plt.show()\n", - "\n", - "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "f078c612-89e0-4a1d-b1a8-bf36b664a10e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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0bzIAYHJi8wYf7b+ZQqHgUX87wgSJyEEdTcnHiP/+ieOpBQjwcsOSJ3thUl/jC3VkYOVeBp6GIbKKLacykFGkRlMfdzzQJdxi98vnrv3gHiQiB7T6cBqmrz2BCp0BbUJ98L+kHmjWxNv8c9MMUho/hRJZxcLKzdmP925m0X1+fO7aDyZIRA5Epzdg9qaz+OZP4xH++zqEYu6jXeGjqvpUjmI9FSKr+SutAIeT8+HmosATvWMset+RXGKzG0yQiBxEYZkWL648ij/OZwMAXry3FV4Z1AZK5a17H8yfQvPLbBojkTMwHe0fHheOED8Pi943i0XaDyZIRA7gYlYJnllyCFdySuHp5oKPxnbB8M6173swzyDxUyiRRWUVq/HTX9cBwCp1xlgLyX4wQSKyczvOZuFv3x1FsUaHyABPfJ3UHR0j/G97G9On0IxCNfQGAZcaZpmIqP5W7E+BVi8QHxOALtEBFr9/0ym29MJyGAyixhlisg2eYiOyU0IIfLXzEp5cfBDFGh16xQZh/dS+d0yOACDE1wOuSgV0BoHMItZTIbIEjU6PZftSAFhn9ggAwvw84KJUQKsXyC7RWOV3UN0wQSKyQ2qtHi+vOoY5m89CCODx3jFY9nRvNPVR1en2LkoFwtnXiciifjmRjpwSDUL9VBjWKcwqv8PVRYmwyn1NadyHJCkmSER2Jr2wHGPn7cX6Y9fhqlTgvdGd8MGYOLi71u/pyo3aRJYjhDAf7Z/QpxncXKz39slikfaBe5CI7Mjh5Dz8v6VHkFOiQaCXG74c3x0JLZs06L6Mmz3zeBqGyAKOpBTgr7RCuLsqMa6XZY/2VxcZ4ImDyOfsr8SYIBHZie8PpuLNdSdRoTegXZgv/pfUA9FBXg2+P55kI7KchbuNtcdGdYlAkzoudTcUj/rbB0mX2L766it07twZfn5+8PPzQ0JCAjZt2nTb2/zwww9o164dPDw8EBcXh19++cVG0RJZh05vwLs/ncI/V/+FCr0BQzuGYfXziY1KjoAbL7Lcx0DUOOmF5dh0MgMAMKlvrNV/X0Tl8jiX2KQlaYIUFRWF2bNn4/Dhwzh06BDuvfdejBo1CqdOnarx+nv27MG4cePw1FNP4ejRoxg9ejRGjx6NkydP2jhyIssoKKvApIUHzXsbXh7UGl+O7wZvVeMnd6PYsJbIIpbtS4beINCreVCdTpE2FptN2wdJE6QRI0bg/vvvR+vWrdGmTRu8//778PHxwb59+2q8/meffYahQ4fi1VdfRfv27fHee++hW7du+Pzzz20cOVHjnc8sxqgvduPPiznwcnfBvCe64eVaKmM3xM3T9EIIi9wnkbNRa/VYsd94tP9JG8weAWwVZC/s5hSbXq/HypUrUVpaioSEhBqvs3fvXgwaNKjKZUOGDMHevXtrvV+NRoOioqIqX0RS23o6E2O+2I3k3DJEBXpi9fOJGNrJch3BASDc3xMKBaDRGZBTUmHR+yZyFhuOXUd+mRaRAZ4Y1D7UJr/TtMRWrNGhSK21ye+kW0meIJ04cQI+Pj5QqVR47rnnsHbtWnTo0KHG62ZkZCA0tOo/0NDQUGRkZNR6/7NmzYK/v7/5Kzo62qLxE9WHEAKf/3YBzy49hNIKPfq0CMKGqXehfbifxX+Xu6sSob6shUTUUEIILKjcnJ2U0AyuVjzafzMvd1cEerkB4CySlCRPkNq2bYtjx45h//79eP755zFx4kScPn3aYvc/ffp0FBYWmr9SU1Mtdt9E9VFeoceL3x3FR7+ehxDGWipLn+qNIG93q/1OnoYharj9V/JwNqMYnm4ueKyndY/2V8fnrvQkP+bv7u6OVq1aAQC6d++OgwcP4rPPPsP8+fNvuW5YWBgyMzOrXJaZmYmwsNormqpUKqhU1j2SSXQn1wrK8eySQzh1vQiuSgVmjuqEx3tb/wU3MsATh5Pzca2AxSKJ6st0tH9Mt0j4V87o2EpkgCdOXivi7K+EJJ9Bqs5gMECjqbn/TEJCArZv317lsq1bt9a6Z4nIHhy8moeR//0Tp64XoYm3O1Y808cmyRHAT6FEDZWaV4atp40fyCcnxtr89/Oov/QknUGaPn06hg0bhpiYGBQXF2PFihXYuXMntmzZAgBISkpCZGQkZs2aBQB46aWX0L9/f3z88ccYPnw4Vq5ciUOHDuHrr7+W8mEQ1eq7AymYsf4ktHqBDuF++DqpO6ICG1ffqD5utBvhiyxRfSzdlwyDAPq1borWob42//3m5y4TJMlImiBlZWUhKSkJ6enp8Pf3R+fOnbFlyxbcd999AICUlBQolTcmuRITE7FixQq8+eabeP3119G6dWusW7cOnTp1kuohENVIqzfgvY2nsWRvMgBgeFw4PhzbGV7utn3KsZq2bVXoDPXumUf2p6xCh5UHjEf7J0kwewTwqL89kDRB+vbbb2/78507d95y2dixYzF27FgrRUTUeHmlFZiy/Aj2Xs4FAPxjcBtMuacVFArL1DeqD77I2s7ZjCI8/NVejImPxHuj+aHNka05cg1Fah2aNfHCPW1DJImBS2zSk3yTNpGcnM0owjNLDiE1rxze7i6Y+2hXDO5Y+yECa7u5nkphuRb+nrbdaOpMvv7jMko0Ouw8nyV1KNQIQggs2nMVADAxIdZihVvry7TEllWsgUanh8rVRZI4nBnngoksZPPJDDz45R6k5pUjJsgLa6f0lTQ5Aoz1VExlBDiLZD25JRpsPJ4OALheoIZOb5A4ImqoXRdycDGrBD4qV4ztESVZHEHe7vBwM75FpxeoJYvDmTFBImokg0Hgs20X8Nyywyir0COxZROsn9IXbSTY2FmTGxu1edTfWlYeTEVFZVKkNwhkFPENzVGZZo8e7h4FXw/pZlwVCgWX2STGBImoEUo1OkxZcQRzt50HYNzQueTJXgi0YvHH+mLjS+vS6Q1Yvi+5ymU8NeiYruSU4rezWVAogIkSbc6+GU+ySYt7kIgaKDWvDM8sOYSzGcVwc1Hg/dFxeKSn/bWy4UZt69p2JgvXC9UI8nZHq2AfHLiaxwTJQS2unD26p20Imjf1ljYY8LkrNSZIRA2w73IuXlh+BHmlFWjqo8L8Cd3QvVmQ1GHVKJJH/a1qyd6rAIDHekYjv6yiMkHicqajKVZr8ePhNADSHe2vLsKfS2xS4hIbUT0t25eMJ77Zj7zSCsRF+mPD1L52mxwBXGKzpguZxdhzKRdKBTC+TzNzEVDOIDmeHw+noUSjQ6sQH/Rr3VTqcADww43UOINEVEcVOgPe/ekUlu83FpAb0SUC/36oMzzd7fv4LduNWI+pEOh9HUIRGeBpXhJJzeMMkiMxGIR5eW1SYqwkNctqwg830mKCRFQHuSUaPL/8CA5cyYNCAbw6pC2e79/Sbl5IbycqwDirkVtagbIKnc2rectVsVqLNUeMSzITE2IB3Ngzwhkkx7LjXBau5pbBz8MVD3aLlDocM9MptvQCNQwGIVlNJmfFJTaiOzh9vQgjP9+NA1fy4KNyxTdJPfDCAGkqYzeEn6crfFXGpIh7GSxnzZFrKK3Qo1WIDxJaNgEARFcusWUUsRaSIzEd7X+sV4xdfYAI8/eAUgFU6A3IKam5iTtZDxMkotv45UQ6HvpqD64VlCO2iRfWTUnEwPahUodVLwqFwrzMxpkNyxBCYHHl5uyJCc3MyXJTHxXcXZXQGwTSC1kLyRFcyCzGrgs5UCqACX2aSR1OFW4uSoT5eQDgUX8pMEEiqoHBIPDJr+fwwvIjKNfq0a91U6yfchdahdhH8cf64l4Gy9p9MReXs0vho3LFmG43qi0rlQpEBTAZdSSm2aP7OoQiOshL2mBqYFpm4x5C22OCRFRNiUaH55Ydxn9+uwgAePqu5lg4qSf8vRy3jxk3aluWafbo4e5R8FFVXZIx/a1TedTf7hWWabHmyDUAwKTE5hJHUzPTvycuj9ue/Sy2EtmBlFxj8cdzmcVwd1Higwfj8HB36foxWUokZzUsJjWvDNvPZAIAnqhhSYZH/R3HyoMpKNfq0S7MF31a2GepDs7+SocJElGlPRdz8MKKIygo0yLYV4X5E7qjW0yg1GFZBOupWM7y/SkwCKBf66ZoFeJzy89vnGTjDJI90+kN5jINT/ZtbreHLjj7Kx0mSOT0hBBYsjcZMzeeht4g0CXKH/Mn9ECYv4fUoVmMaVaDL7KNo9bqseqgsQ5WUuXR/upM+1g4g2Tftp3JxLWCcgR6uWFk1wipw6lVBGeQJMMEiZxahc6AGetPYuXBVADAmPhIzHowDh5u9l38sb5M0/SZxWpU6Axwd+X2w4b46fh15JdpERngiXvbhdR4HfbPcgwLd18FADzeO8aun+9RTJAkwwSJnFZ2sQbPLzuMQ8n5UCqA14a1wzP9WtjtVHtjNPVxh8pVCY3OgIxCNWKa2N9pHXt389H+CQnN4FJL0T5TgpReWA6t3gA3Fyaj9ubU9ULsv5IHF6Wixn1k9sQ0g1Ss1qFIrYWfh+MeFnE0fOaSUzp5rRCjPv8Th5Lz4evhigWTeuLZux2jMnZDKBSKmzZqc29MQxxNLcDJa0VQuSrxaI/oWq8X7KOCylUJgzBWQCb7Y2orMqxTGMIrG8LaK2+VKwIqT9DyJJttMUEip/PT8et4eN4eXC9Uo0WwN9ZN6YsBbWteLpETc7FIvsg2yJLKN9WRXSIQ6O1e6/WqFuZkMmpvcks0WHfsOgBgcl/7PNpfXSRrIUmCCRI5DYNB4MMtZ/Hid0eh1hrQv00w1r7QFy2Dbz2JJEfcG9Nw2cUa/HwiHUDtm7NvxqP+9uu7Aymo0BnQOcof3WICpA6nTnjUXxrcg0ROoVitxSurjmHbmSwAwP+7uwX+ObRdrftI5Igvsg238kAKtHqB+JgAxEX53/H60ZxBsktavQFL9xmP9k/uG+swS+o8ySYNJkgke1dzSvHMkkO4kFUCd1cl5jwUhzHxjl/8sb5YT6VhtHoDlu83Hu2fWIfZI4AzSPZq08kMZBZp0NRHhfvjwqUOp844+ysNJkgka39eyMGUFUdQWK5FqJ8KX0/ogS7RAVKHJYnIgMpaSPwUWi9bT2cio0iNpj7uGBYXVqfbRLHdiF1atPsKAOCJPjFQudrv0f7qOPsrDSZIJEtCCCzcfRX/+vk0DAKIjwnA/Ce6I8RPPsUf6+vmnk56g3Cq5cXGMJ14Gter7m+qN6pp8w3NXhxPLcCRlAK4uSgwvrd9H+2vzrTExlNstsUEiWRHo9PjzbUn8cPhNADGhqL/Gt3JrovB2UKorwouSgV0BoGsYrXdH2+2B2czisz1ch7vHVPn25mW2DKKWJjTXiysnD0a0TkCwb4qiaOpH9OHm6xiDf892RD/yiQrWcVqjPt6H344nAalAnjrgQ748OHOTp8cAYCrixLhle1TuJehbky9uoZ0DK1XQtnUxx0ebkoIYSwYSdLKKlKbTyE6ytH+mzXxNhZ65b8n22KCRLLxV1oBRv53N46kFMDPwxWLJvfCU3fZbxNKKXAvQ90Vlmux9sg1AHU72n8zhULBjdp2ZNl+4ynE7s0C63QK0d7cXOiVz13bYYJEsrD+2DWMnbcXGUVqtArxwfqpd+HuNsFSh2V3Irk3ps5+PJyGcq0ebUN90bt5UL1vH8Wj/nZBo9Njxf4bR/sdFU+h2h73IJFD0xsE/r3lLOb/fhkAMLBdCD59rCt82a+oRlEBTJDqwmAQWFrZdy0psVmDZiHNJ9ny+LeW0sbj6cgpqUC4vweGdKzbKUR7xBkk25N0BmnWrFno2bMnfH19ERISgtGjR+PcuXO3vc2iRYugUCiqfHl4OO/JJGdWpNbi6cUHzcnRCwNa4uukHkyObsP8KZQvsrf1x4VsXM0tg6+HK0Z3jWzQfdxYYuMMklSEEFi4x3S0v5lDNw6OYLsRm5N0Bun333/HlClT0LNnT+h0Orz++usYPHgwTp8+DW9v71pv5+fnVyWR4h4T5yOEwNQVR/HH+WyoXJX498OdMaqBb2TOxPSmfY1v2rdl2pw9tns0vFUNe5nkUX/pHU7ONzcYHter7qcQ7ZFpBuk6N2nbjKQJ0ubNm6t8v2jRIoSEhODw4cO4++67a72dQqFAWJjjTpVS4609eg1/nM+Gu6sS3/+/BKct/lhfN0/TCyH44aIGybml2HHO2JJmQkLD6+VEc5O25BbuvgoAGN01EkG3aTDsCLgHyfbsar6xsLAQABAUdPsNkSUlJWjWrBmio6MxatQonDp1qtbrajQaFBUVVfkix5ZbosF7G08DAF4a2JrJUT2EBxiXo9VaA/JKKySOxj4t25cMIYD+bYLRvGntM9l3YppByixWQ6PTWyo8qqPrBeXYfCoDADDJgTdnm5hnkArUMBiExNE4B7tJkAwGA15++WX07dsXnTp1qvV6bdu2xYIFC7B+/XosW7YMBoMBiYmJSEtLq/H6s2bNgr+/v/krOjraWg+BbOT9n88gv0yLdmG+ePbuFlKH41BUri4IqSySx5mNW5VX6LHqYCoAYGJi46otB3m7w9PNxVi7pkBtifCoHpbuS4beINCnRRDah/tJHU6jhfl7QKkAKvQG5JRqpA7HKdhNgjRlyhScPHkSK1euvO31EhISkJSUhK5du6J///5Ys2YNgoODMX/+/BqvP336dBQWFpq/UlNTrRE+2cgf57Ox5ug1KBTArAfjHHrTpVS4Ubt2649dQ5Fah5ggL/RvE9Ko+zLWQmJPNimotXp8d8DYYNgRC0PWxM1FiVA/Fnq1Jbt4d5k6dSo2btyIHTt2ICqqfl3W3dzcEB8fj4sXL9b4c5VKBT8/vypf5JjKKnR4Y90JAMau6vExgRJH5JgieRqmRkIILK7cnD2hTzOL9KrjRm1prDt6DQVlWkQFemJQ+1Cpw7EYHvW3LUkTJCEEpk6dirVr1+K3335D8+b1z/T1ej1OnDiB8PBwK0RI9uTTbReQmleOCH8P/GNIW6nDcVjmk2x8ka3iUHI+zqQXwcNNibE96vdBrTbRQTzqb2umRtWA8YOUnJoys2mtbUl6im3KlClYsWIF1q9fD19fX2RkGDfU+fv7w9PT+A8hKSkJkZGRmDVrFgBg5syZ6NOnD1q1aoWCggJ8+OGHSE5OxtNPPy3Z4yDrO3mtEN/sMtY7em90J/g08Og1sZp2bRbvuQrAeOIpwMsyJ544g2R7ey/n4lxmMTzdXPBIT3ntOeVJNtuS9F3mq6++AgAMGDCgyuULFy7EpEmTAAApKSlQKm9MdOXn5+OZZ55BRkYGAgMD0b17d+zZswcdOnSwVdhkYzq9Aa+t+QsGAQzvHI6BMpoyl0IUp+lvkVWkxuaTxg9ojTnaXx37sdmeafbooe6R8PeUV9FYLrHZlqQJkhB3Pqq4c+fOKt/PnTsXc+fOtVJEZI8W7r6Kk9eK4OfhirdHMBFurEj2CLvFigMp0BkEesYGomOE5ZqZ3mg3wr+1LaTmlWHbmUwAwKREeWzOvtmNBImnIm3BLjZpE9UmNa8Mn2w9DwB4Y3h7hPiyrUxjmV5ki9U6FKm1EkcjvQqdAcv3G088JSXEWvS+TTNIWcUaqLWshWRti/dchRDA3W2C0SrER+pwLO7GEhsTbltggkR2SwiBN9adRLlWj97Ng/BID3ntJ5CKt8oVgV7GpQfuZQC2nMpAdrEGIb4qizczDfRyg5e7CwBurLW2Uo0Oqw4Zy7hMToyVNhgrMW3SLlLrUMwPN1bHBIns1vpj183tRGY9GMe2GBbEzZ43LNl7FQDweO8YuLta9iVRoVCw5YiNrDmShmK1Ds2beqN/m2Cpw7EKH5WreV/VdS6zWR0TJLJLeaUVmFnZTuRv97ZCi2D5TZdLiZs9jU5dL8TBq/lwVSrwuJWamfIkm/UZDAILK08hTkxoBqWMjvZXd+O5y2U2a2OCRHbpXz+fRl5pBdqG+uLZu1tKHY7sRAawPg8ALK0sDDksLhwhftbZ3xbFTfFWt+tiDi5nl8JX5YqHZb4Uz9lf22lQgqTT6bBt2zbMnz8fxcXFAIDr16+jpKTEosGRc/rzQg7WHKlsJ/JQnMWXPYjtRgCgoKwC645dA2CcdbAW00btVL6hWc3C3VcAAGN7RMu+RpppBinNiZ+7tlLvf0nJyckYOnQoUlJSoNFocN9998HX1xdz5syBRqPBvHnzrBEnOYnyCj1eX2tsJ5LUpxm6sZ2IVbDdCPDDoTSotQZ0CPdD92bW+3fGGSTrupxdgp3nsqFQNL7BsCOINFfT5h4ka6v3R/OXXnoJPXr0QH5+vrnaNQCMGTMG27dvt2hw5Hw+3X4eKXllCPf3wKtD20kdjmxFOfkMkt4gsHSfcXltYmIzqx4AYLFI6zJVQB/YLgTNmnhLG4wN8Ki/7dR7BmnXrl3Ys2cP3N2rluKPjY3FtWvXLBYYOR9jOxHjVPl7o9hOxJpMCVJOSQXUWj083Fwkjsi2fj+fhZS8Mvh7umFkl0ir/q7oIOPfOruyFpKz/a2tqUitxY+H0wDIszBkTSJ4wMJm6j2DZDAYoNffWvAsLS0Nvr6+FgmKnI/eIDB9zQnoDQL3x4VhUAe2E7Emf083eFfW53HGF9rFe4yzR4/0iIKnu3UTFn9PN3Oy74x/a2v64VAaSiv0aBPqg76tmkgdjk2YltiyijWo0Bkkjkbe6p0gDR48GJ9++qn5e4VCgZKSErz99tu4//77LRkbOZGFu6/gxLVC+Hq44p0RHaUOR/YUCoXTNq29klOK388b96w80cf6e1YUCgVbjliB3iDMy2uTEps7TZ20pj7uULkqIQSQUch9SNZU7wTp448/xu7du9GhQweo1Wo8/vjj5uW1OXPmWCNGkrnUvDJ8/Kuxncjr97e32nFrqspZN2qbjvbf09Z2e1ZYC8nydpy9sUw6Jt66y6T2RKFQ3HSSjQm3NdV7k0dUVBSOHz+OlStX4q+//kJJSQmeeuopjB8/vsqmbaK6EELgzcp2Ir2aB+FRmdcwsSemzcPOVHCuVKPDD4eN7SiSrHi0vzpu1La8hXuM+xUf6xVt9WVSexMR4InLOaU8yWZlDdoF6+rqiieeeMLSsZAT2nD8On4/nw13FyU+GBMn6wq49sYZC86tO3YNxWodYpt44e7WtmtHwaP+lnUuoxi7L+ZCqQAm2GCZ1N446+yvrdU7QVqyZMltf56UlNTgYMi55JdWYOZPxnYiU+9tJcvu2/bM2dqNCCGwpHJz9oSEWJsm45xBsqxFlXuPhnQMM/9tncmNQq9MuK2p3gnSSy+9VOV7rVaLsrIyuLu7w8vLiwkS1dn7v5xBbmkF2oT64Ln+bCdia862SXv/lTycyyyGp5sLHu4eZdPfzT1IllNQVoG1R01H+2OlDUYiESwWaRP13qSdn59f5aukpATnzp3DXXfdhe+++84aMZIM7b6Ygx8PpxnbiTzYme1EJBBV+SKbWaSGVi//48JL9l4FAIzpFmnuiG4r0ZWzHDklGpRX3Fomhepu5cFUcwX0Xs2DpA5HEs42+ysVi7wrtW7dGrNnz75ldomoJmrtjXYiT/RuZtU2D1S7pj4quLsqYXCC48LpheXYcioTgG03Z5v4ebrC11wLicsiDaXTG7Ckcnltct9YpznaX93NlfANBiFxNPJlsY/trq6uuH79uqXujmTss+0XkJxbhjA/D/xzaFupw3FaSuVNx4VlvvSzYn8K9AaB3s2D0C7Mz+a//+a6U2xa23BbT2fieqEaTbzdMaJLhNThSCbUzwMKBVChMyC3tELqcGSr3nuQNmzYUOV7IQTS09Px+eefo2/fvhYLjOTp9PUifP3HZQDAzFEd4eth26UOqioywBNXckplPVWv0enx3YEUAMBECfesRAd54WxGseyTUWtauPsqAODx3jFO3bLF3VWJUF8PZBSpca2gHMG+KqlDkqV6J0ijR4+u8r1CoUBwcDDuvfdefPzxx5aKi2TI2E7kL+gNAsM6hWFwxzCpQ3J6N2aQ5Lvss+lEBnJKKhDm54H7JGxhw6P+jXPyWiEOXM2Dq1Jhkwro9i4y0NOYIOWXo2t0gNThyFK9EySDQf6bOck6Fu+5iuNple1ERrKdiD1whlpIiys3Z4/vHQM3F+kOA5iP+ufJ929tTaaj/ffHhSOU1fYREeCJw8n5uC7j2V+p8egQ2URafhk++vUcAOC1Ye34Amcn5H4a5q+0AhxNKYCbiwKP9YqRNBbOIDVcTokGG44Z97hO7hsrbTB2Qu7PXXtQpxmkadOm1fkOP/nkkwYHQ/IkhMBb606irEKPXrFBGNdT2jcquuHm0zBytKSy79rwuHDJ92mwFlLDfbc/BRV6A7pEByA+hqdeAeerYyaFOiVIR48erdOdOeuRS7q9n/5Kx45zle1EHuzEdiJ2xPQim16ghsEgZDU2eaUV2HDcOOuQZAcFBU1LbLmlFSir0MHLvUGdnpxOhc6ApfuMie6TnD0yiwwwzsLL9cONPajTM3THjh3WjoNkqqCsAjN/OgUAeOGelmgV4itxRHSzMD8PuCgVqNAbkF2ikdXS56qDqajQGRAX6Y94O9jE6u/pBj8PVxSpdbiWX47WoXwu1MWmk+nIKtYgxFeFYZ3CpQ7HbkQGGBNu7kGyHu5BIqv64JczyCmpQKsQHzw/gO1E7I2rixJhlUmRnPbG6A0CyypnHZISmtnN7DZ7stWf6Wj/E32aseL+TSIqZ5AKy7Uo0egkjkaeGjTHe+jQIXz//fdISUlBRUXVIlVr1qyxSGDk+PZcysH3h4w9k2Y/GAeVq/PWLbFnkQGeuFZQjrT8cnSXyenp7Wcyca2gHIFebnZVUDAq0BOn04uQKqNk1JqOpuTjWGoB3F2UeLw39y7ezNej6oxk2zDOSFpavdPxlStXIjExEWfOnMHatWuh1Wpx6tQp/Pbbb/D397dGjOSA1Fo9Xl9T2U6kTwx6xDpnzyRHIMeN2qY9K4/2tK+CgpxBqh/T0f4RXSLQ1IfFEKuLDOQymzXVO0H64IMPMHfuXPz0009wd3fHZ599hrNnz+KRRx5BTAwzfDL6728XcDW3DKF+KvxzaDupw6HbkFstpItZJdh1IQdKhbH2kT3hUf+6yyxS4+e/0gHwaH9tzIVemSBZRb0TpEuXLmH48OEAAHd3d5SWlkKhUOCVV17B119/Xa/7mjVrFnr27AlfX1+EhIRg9OjROHfu3B1v98MPP6Bdu3bw8PBAXFwcfvnll/o+DLKiM+lFmP+7sZ3IuyM7wY/tROya3OqpmPYeDWwfiuggL4mjqcoUD2eQ7mz5vmToDAI9YwPRKZKrEzWJktmHG3tT7wQpMDAQxcXFAIDIyEicPHkSAFBQUICysvp9Kvr9998xZcoU7Nu3D1u3boVWq8XgwYNRWlpa62327NmDcePG4amnnsLRo0cxevRojB492hwHSUtvEHhtzQnoDAJDOoZiaCe2E7F3cqqnUqLR4cfDxn1vExNipQ2mBqyFVDdqrR7L9xv7503u21ziaOyXaaM2l9iso86btE+ePIlOnTrh7rvvxtatWxEXF4exY8fipZdewm+//YatW7di4MCB9frlmzdvrvL9okWLEBISgsOHD+Puu++u8TafffYZhg4dildffRUA8N5772Hr1q34/PPPMW/evHr9frK8JXuv4nhqAXxVrnh3ZCepw6E6MM8g5ZdDCGE3J74aYu2RNJRodGgR7I2+rZpIHc4tTMloXmkFSjU6eKtYC6kmPx2/jtzSCkT4e2CwhP3z7J3pqL9cZn/tTZ1nkDp37ozevXubEyMAeOONNzBt2jRkZmbioYcewrffftuoYAoLCwEAQUG1b+jdu3cvBg0aVOWyIUOGYO/evTVeX6PRoKioqMoXWce1gnJ8uMW4RPrPYe0Q5i+fmjpyFlGZIJVr9cgv00ocTcMJIbC4snL2xIRYu0z0/Dzc4O9pXHLmLFLNhBDmzdkTEmLhKmH/PHsnt/2D9qbO//J+//13dOzYEbNmzUL79u0xceJE7N69G6+99ho2bNiAjz/+GIGBDS8BbzAY8PLLL6Nv377o1Kn2mYeMjAyEhlb9RBEaGoqMjIwarz9r1iz4+/ubv6KjoxscI9VOCIEZle1EejQLxHiJ+15R3Xm4uZjbcDjyC+3eS7m4mFUCb3cXPNgtUupwasWN2rd38Go+Tl0vgoebEuN68fX6dkxLbJnFamj1bCRvaXVOkPr164cFCxYgPT0d//3vf3H16lX0798fbdq0wZw5c2pNUOpqypQpOHnyJFauXNmo+6lu+vTpKCwsNH+lpqZa9P7J6OcT6dh+NgtuLgrMejBOVi0rnMGNjdqO+6a9eO9VAMBD3aPga8cHA7gP6fYW7bkCABgTH4kAL3eJo7FvTb1VcHdVQgggo1AtdTiyU++5S29vb0yePBm///47zp8/j7Fjx+KLL75ATEwMRo4c2aAgpk6dio0bN2LHjh2Iioq67XXDwsKQmZlZ5bLMzEyEhdW8GVilUsHPz6/KF1lWYZkW72w4DQB4YUArtlBwQI6+UftaQTm2nja+LiQl2He1y2hzLSTHTUat5VpBObacMo7jpERuzr4TpVJx46i/gz537VmjFndbtWqF119/HW+++SZ8fX3x888/1+v2QghMnToVa9euxW+//Ybmze/8hEhISMD27durXLZ161YkJCTU63eT5czadAY5JRq0DPbGC/ewnYgjinLwF9nl+5JhEEDfVk3svt8fZ5Bqt2TvVegNAoktm7AydB3xJJv1NPgIxR9//IEFCxZg9erVUCqVeOSRR/DUU0/V6z6mTJmCFStWYP369fD19TUv0/n7+8PT0/gikpSUhMjISMyaNQsA8NJLL6F///74+OOPMXz4cKxcuRKHDh2qdw0msox9l3Ox8qBx2XL2Q53ZTsRBRTpwNW21Vm/+N5hkh0f7qzNV02a7karKK/RYecA4jjzaX3dyq2NmT+qVIF2/fh2LFi3CokWLcPHiRSQmJuI///kPHnnkEXh7e9f7l3/11VcAgAEDBlS5fOHChZg0aRIAICUlBUrljYmuxMRErFixAm+++SZef/11tG7dGuvWrbvtxm6yjpvbiTzeOwY92U7EYTlywbmf/0pHXuWR8IHtQqQO546igjiDVJO1R6+hsFyLmCAv3OsA42gvzEf9+e/J4uqcIA0bNgzbtm1D06ZNkZSUhCeffBJt27Zt1C8XQtzxOjt37rzlsrFjx5pLDZB0Pv/tIi7nlCLEV4XXhrGdiCNz5HoqSyo3Z4/v08whjoSbPvEXlGlRrNba9YZyWzEe7Tduzk5KaAYXHvKoM9MSmyM+d+1dnRMkNzc3/Pjjj3jggQfg4sJlFGd3LqMY836/BACYOaoj24k4ONMSW2G5Y71pH0stwPG0Qri7KPFYT8c4Eu7r4YYALzcUlGlxraAc7cIc429tTXsu5eJ8Zgm83F3wiIOMo70wPXe5B8ny6pwgbdiwwZpxkAMxthP5CzqDwH0dQjGkI9uJODoflSv8Pd1QWO5Yb9pLKgsKPtAlHE0cqNt7dKAXCsoKkZZXjnZhPFm7cPdVAMDD3aP4Yaueom6a/XX0Svj2xv7no8nuLNuXjKMpBfBRueK9UZ34hJSJm1uOOIKcEg02VnZ7t8e+a7dj2vPFjdpAcm4ptp81Hu2fmBgrbTAOKMzfAwoFoNEZkFNSIXU4ssIEierlekE5/r35LADg/4a2ZTsRGXG0k2yrDqaiQm9Al+gAdIkOkDqceuFR/xsW70mGEMCAtsFoGewjdTgOx91ViZDKSvhcZrMsJkhUZ0IIzFh/EqUVenRvFojxve27IB/VjyOdZNPpDVi2z9R3zfH+HUaxWCQAoESjww+HjEf7J3H2qMF41N86mCBRnW06mYFtZ9hORK7MFXkd4EV225lMpBeq0cTbHffHhUsdTr1xBslo9eE0FGt0aBHsjbtbB0sdjsOKcLDlcUfBBInqpLBMi7c3nAIAPN+/JdqwnYjsONKb9uI9xtmjx3pFw8PN8U7VRgeZZpDs/29tLQaDwOLKTfaTEmP5gasRHG153FEwQaI6mb35DLKLNWgR7I0X7mkldThkBY5ScO58ZjH2Xs6FUgGHXeY1zdYVlmtRpNZKHI00fr+Qjcs5pfD1cMVD3W7fg5NuL4pLbFbBBInuaP/lXHxX2QJg1pg4h/zETndm+hSaU6KBWquXOJramQpDDu4QZl5acDTeKlcEeRs71aflOeebmulo/6M9ouGtanDXK8JNM0h2/uHG0TBBottSa/WYvtbYTmRcr2j0btFE4ojIWgK93ODlbkx+7fU0TJFaizVHrgEAkhIdc/bI5MaSpvNt1L6YVYI/zmdDoXCM/nn2zvRB4XqhfT5vHRUTJLqtL3dcxOXsUgT7qvDasPZSh0NWpFAo7P40zOrDaSir0KN1iA8SHDxZd6Q9X5Zm2ns0qH0oYpp4SRuMDNzcvqZUo5M4GvlggkS1Op9ZjK8q24m8O7Ij/D1Z4VbuIu34TdtgEFi617g5Oykx1uELlN446m9/f2trKizXYvWRNADAZB7ttwhfDzf4eRiXKe31w40jYoJENTIYBF5b/Re0eoFB7UMxrBPbiTgDe66m/efFHOOmXpUrHoyPlDqcRot20iW2Hw6loqxCj7ahvkho6dizgPYkws5nfx0REySq0fL9yTiSUgBvdxfMHNXR4T+tU93Y83Fh0+bsh7pHyWJTr2kGKdUOk1Fr0RsEFlUur03u6/izgPbEkQq9OgomSHSL9MJyzNl8DgDwz6HtHPakENWfvc4gpeaVYfvZLADABAesnF0TZ9ykvf1MJtLyyxHg5YZRXR1/FtCe2Pv+QUfEBImqMLYTOYUSjQ7xMQF4oo883oyobkyzGvb2Irtsn7FfV7/WTWXTr8s0W1es1qGw3DlqIZmO9o/rFQNPd5YLsSTzSTY7e+46MiZIVMWWUxnYejoTrkoFZj/YGS6sbutUTLMaGUVq6PQGiaMxUmv1WFXZr2uijI6Ee7m7oompFpITzCKdzSjC3su5cFEqMIEfvCyOtZAsjwkSmRWWazFjvbGdyHP9W6JtGNuJOJtgHxXcXZTQGwTSC9VShwMA2HD8OgrKtIgK9MQ97UKkDseiopyo5ciiytmjoR0dt8CnPeMSm+UxQSKzOZvPIqtYgxZNvTH1XrYTcUZKpQLhAR4A7OOFVogb/bom9GkmuxlNZ6mFlF9agbVHjQU+J/WNlTYYmTIlSJlFamjtZPbX0TFBIgDAgSt5WLE/BQDwwYNsJ+LM7Gmj9pGUApy6XgSVqxKP9IiWOhyLMyVIqXnyXmL77mAKNDoDOkX6oUezQKnDkaWmlbO/BgFk2Mnsr6NjgkTQ6PSYvuYvAMBjPaPRx8ErFFPjRNnRUX/T0f5RXSMQWLlfR06coVikVm8wF/icnNicR/utRKlUIMKOZn/lgAkS4csdl3ApuxRNfVSYznYiTi8yoPIkm8Rv2lnFavxyIh2AfPt1OcNR/19PZSK9UI2mPu54oEu41OHIWoQdzf7KARMkJ3chsxhf7rwIAHhnZAf4e7GdiLMztxspkPZNe+WBVGj1At2bBaJTpL+ksVhL9E0nj4QQEkdjHQt3XwEAPN67GVSuXLq3pkge9bcoJkhOzGAQeG3NCWj1AgPbhWB4HD/dkX3sQdLqDVi+v7LvmkwKQ9bEtMRWrNGhqFx+TUZPpBXiUHI+3FwUeKJ3jNThyJ49V8J3REyQnNiKAyk4nJwPb3cXvDe6E/cGEIAbyz7XC9QwGKSZ1fj1VCYyizRo6qPCsE7yTdw93FzQ1EcFAEiV4TLbwj3G2aPhceEI8fOQOBr5Yz82y2KC5KQyCtWYs+ksAOAfQ9qyLgmZhfl7QKkAKvQG5JRoJIlhceXm7Md7x8DdVd4vU3Ldh5RdrMHG48Y9ZJP7Npc4GucQxQTJouT9ykO1envDSRRrdOgaHSDbDbDUMG4uSoRVftpPk+CF9kx6EQ5cyYOrUoHxTrAsI9daSCv2p6BCb0B8TAC6RAdIHY5TiAy8sQdJrnvabIkJkhPafDIDW05VthN5KE52xfeo8SIlfNNeUnkkfEjHMIQ6wbKMHI/6V+gMWFa5h4yzR7YT5u8BhQJQaw3ILa2QOhyHxwTJyRSptXh7w0kAwP/r3wLtwvwkjojskVQbtQvLtFhXWXFZzpuzbybHJbZfTqQju1iDUD8VhnUKkzocp6FydUFw5Z42nmRrPCZITubfm88is0iD2CZeePHe1lKHQ3bqxmkY275p/3A4FeVaPdqF+aJX8yCb/m6pRMusH5sQwny0f0KfZnBz4duMLbFpreVI+i/3jz/+wIgRIxAREQGFQoF169bd9vo7d+6EQqG45SsjI8M2ATu4Q1fzsGwf24nQnUlRLNJgEFi6z3S0P9ZpTlXe3G5EDvtGjqYW4HhaIdxdlRjXS/57yOwNm9ZajqQJUmlpKbp06YIvvviiXrc7d+4c0tPTzV8hIfLq8G0NGp0er605AQB4pEcUEls2lTgismdStBv5/UI2knPL4OvhitHxETb7vVIzvaGVVuhRUKaVOJrGW7j7KgBgVJcINKlc7iHbYYJkOa5S/vJhw4Zh2LBh9b5dSEgIAgICLB+QjM3beRkXs0rQ1Mcdr9/PdiJ0e5HVKjzbYjZnyZ6rAIBHekTDy13Slyab8nBzQbCvCtnFGqTllzt0z7mMQjU2VbaHmdQ3VtpgnBSX2CzHIReHu3btivDwcNx3333YvXv3ba+r0WhQVFRU5cvZXMwqxhc7jO1EZozoiAAvx30BJtuw9azG1ZxS7DyfDcC4b8XZyGWj9rJ9ydAZBHo1D0LHCHm2h7F3nEGyHIdKkMLDwzFv3jysXr0aq1evRnR0NAYMGIAjR47UeptZs2bB39/f/BUdHW3DiKVnMAhMX3MCFXoD7mkbjBGd5VuVmCzHWOHZmEjb4oV22b5kCAEMaBuM2KbeVv999iZaBkf91Vo9Vhww7nF8krNHkmE1bctxqHnstm3bom3btubvExMTcenSJcydOxdLly6t8TbTp0/HtGnTzN8XFRU5VZL03cEUHLyaDy93F/xrTJzTbHylxosM8EROSQXS8sut2iy2rEKH7w+lAgAmOmnRUvNGbQeeQdpw/DrySisQGeCJQe1DpQ7HaZmW2ArKtCjV6OCtcqi3ebviUDNINenVqxcuXrxY689VKhX8/PyqfDmLzCI1Zv9S2U5kcFvz1CtRXZgKGFr7k+j6Y9dRpNYhJsgL/dsEW/V32StHLxZpPNp/FYCxfpUrj/ZLxs/DDb4exqSItZAax+H/FR87dgzh4Vw2qsk7G06hWKNDlyh/TEyMlToccjC22OwphMDiys3ZSQnNoHTSqu6Ovgdp/5U8nEkvgqebCx7ryaP9UjN9GJaiVZCcSDr3VlJSUmX258qVKzh27BiCgoIQExOD6dOn49q1a1iyZAkA4NNPP0Xz5s3RsWNHqNVqfPPNN/jtt9/w66+/SvUQ7NavpzKw6WQGXJQKzHqwM9uJUL2ZX2St+KZ98Go+zmYUw8NNibHdnWfpu7qb+7HZ6tSgJS2qnD0a0y0S/l5u0gZDiAzwxNmMYs4gNZKkCdKhQ4dwzz33mL837RWaOHEiFi1ahPT0dKSkpJh/XlFRgb///e+4du0avLy80LlzZ2zbtq3KfRBQrNZixvpTAIBn726BDhHOs6xIlmOL0zCL914FAIyJd+43VtPG2rIKPfLLtAhyoKP+qXll+PW0sVjvZM5U2wUe9bcMSROkAQMG3LZy7KJFi6p8/89//hP//Oc/rRyV4/twyzlkFKkR28QLLw1kOxFqmEgrF4vMKFRjy0njG+uEPrFW+R2OwsPNBaF+KmQWaZCWX+ZQCdKyfckwCOCuVk3ROtRX6nAIPMlmKQ6/B4mqOpycb27X8MEYthOhhqt+GsbSVhxIMdbMiQ3iLCdubNROzXOcN7WyCh2+qzzaP5lH++2GafaXS2yNwwRJRip0Bkxf8xeEAB7uHoXEVmwnQg3n5+EGv8rTMJb+JFqhM2DFfuMba1Ki8xWGrIkjbtRee/QaitQ6NGvihXvasuWTveASm2UwQZKReb9fwvnMEjTxdscbbCdCFhBpPn5u2TftTSfTkVOiQYivCkM6hln0vh3VzRu1HYEQwrw5e2JCrNOeQLRHphmkjCI1tHqDxNE4LiZIMnEpuwSf/2ZqJ9LBofs5kf0wb9S28Jv2kr3GZeDxvZvBjTVzANxcC8kxZpD+vJiDC1kl8HZ3wdgeUVKHQzcJ9lHB3UUJgzDWw6OG4SuTDNzcTmRA22CM7OI8ndDJusyzGhZcYjt5rRCHk/Ph5qLAuN7Oe7S/OkebQTLNHo3tEQ1fD+c9gWiPlEoFwgM8AHCZrTGYIMnAqkOpOHAlD55uLnhvVCeHq6FC9ssaM0hLK2ePhnUKR4ivh8Xu19Hd3I/tdqd77cHVnFL8di4LCgVYhNZOsWlt4zFBcnBZRWp88MsZAMDfB7dBdJCXxBGRnERZ+Kh/QVkF1h27BgCYyM3ZVYQHeEChAMq1euSWVkgdzm0t3nsVQgD3tA1BcydsLuwIIniSrdGYIDm4d386jWK1Dp2j/DG5b3OpwyGZsfRpmO8PpUKjM6BjhB+6xQRa5D7lQuXqgtDKGTV7XmYrVmvxw6E0AMAkzh7ZLc4gNR4TJAe27XQmfj6RXtlOJI7tRMjiTC+yWcUaqLX6Rt2X3iDMNbomJsRyKbgGjnDU/8fDaSjR6NAqxAf9WrOUiL2KdLA9bfaICZKDKlZr8db6kwCAp/s1R8cIf4kjIjkK8naHh5vxZSK9sHGnYXaey0JqXjkCvNwwsisPEtTE3jdqGww3mgtPTGSSa89YLLLxmCA5qI+2nEN6oRoxQV54eWAbqcMhmVIoFBbbqL24cnP2oz2iWeG9FqY9hPY6g7TzfBau5pbBz8MVD3WLlDocuo2bl9jsfdO/vWKC5ICOpORjyU3tRDzd+WZD1mMqFnmtoOFv2pezS/DH+WwoFMATfbg5uzamGSR7bTeysPJo/2O9YuDlLmkrT7oD0zF/tdaAPDvf9G+vmCA5mAqdAdNXn4AQwEPdonAX9wCQlUVZYKO2ae/RwHYhPGl5G/ZcLPJiVjF2XciBUgFMYJJr91SuLgj2VQHgRu2G4kcAB/P1H5dwLrMYQd7ueGM424mQ9Zmm6hu6L6ZUo8OPlaeekhJiLRWWLN28B0kIYVd7fBZV7j26r0Mok1wHMWVASyiVCoT5sd5YQzBBciCXs0vwH1M7kQc6IIjtRMgGGltNe+3RayjW6NCiqTfuYgPl2wr394RCAWh0BuSUVJhnAKRWWKbF6sPG+lWTEllOxFFMYumXRuESm4MQorKdiM6Au9sEYxRPAZGNNGaTthACS/ZeBQBMSGjGhqZ34O6qNH/at6dltlWHUlCu1aNdmC/6tAiSOhwim2CC5CC+P5SK/ZXtRN4fzXYiZDumeioZRWro6tkZfN/lPJzPLIGXuwse6s6GpnVhajmSaidH/fUGgcV7jHvInuzbnK895DSYIDmArGI13v/Z2E5k2n1sJ0K2FeLrATcXBfQGgcxiTb1ua5o9GhMfCT82NK0TeysWufV0Jq4VlCOQ9avIyTBBcgAzfzqNIrUOcZH+mNw3VupwyMm4KBUI96//Mtv1gnL8ejoTADdn14e9FYtctOcKAODx3jGsX0VOhQmSndtyKgMb/7rRTsTVhUNGtnfjJFvdZzVW7E+B3iDQp0UQ2ob5Wis02blx1F/6BOlMehH2Xc6Di1LB+lXkdPhua8fySivwxtoTAIBn726BTpFsJ0LSqG/TWo1Oj+8OpAAw9l2jurOnJbaFu42zR8M6hZlnEYmcBRMkO/bW+pPIKalA21BfvDyotdThkBOrb2fwX06kI7e0AuH+HrivQ6g1Q5Md0x7Da/nStojIK63AumPXAQCTeVycnBATJDu18a/r+Llyae3jR7pA5cq1f5KOeQapjgmS6dTT+N4xXBaupzB/DygrayFl13NTvCV9dyAFFToDOkf5o1tMgGRxEEmFr1x2KLtYg7fWnQQATLmnFZfWSHL1aTdyPLUAx1IL4O6ixGO9Yqwdmuy4uSjNy1lSHfXX6g1YWtlceHLfWB7tJ6fEBMnOCCHw+toTyC/TokO4H6be00rqkIgQFVC5cbigHAbD7Zd9llS+sQ7vHI6mPvZRCdrRREq8D2nzyQxkFKnR1EeF++PCJYmBSGpMkOzMumPXsPV0JtxcjEtr7q4cIpJemL8HFApjs+Sc0tqXfXJLNPjpL+O+laQEnnpqKKmP+pv6rj3RJ4bL++S0+O5rRzIK1Xh7/SkAwEsDW6N9uJ/EEREZubsqEeprbIFxu2W2VYdSzftWukYH2Cg6+ZHyqP9faQU4nJwPNxcFHu/NJVJyXkyQ7ISx19pfKFLr0DnKH8/1byl1SERV3Gmjtk5vwPJ9xqP9SQnct9IY0RIusS3cfRUAMKJzBEJ82QWenBcTJDvxw6E07DiXDXdXJT4e24Unf8ju3Gmj9vazWeaWFA905r6VxpBqBimrWI2Nf/FoPxHABMkuXCsox8yNpwEAf7+vDVqHsuow2Z8b1bRrftM29V17rBdbUjTWzcnonTbFW9LyfSnQ6gW6NwtEXBRPz5JzkzRB+uOPPzBixAhERERAoVBg3bp1d7zNzp070a1bN6hUKrRq1QqLFi2yepzWJITA//34F0o0OnSLCcDT/VpIHRJRjW63xHYxqxi7L+ZCqTDWPqLGCff3gItSgQq9AdkltqmFpNHpsXy/cYmUPR+JJE6QSktL0aVLF3zxxRd1uv6VK1cwfPhw3HPPPTh27BhefvllPP3009iyZYuVI7We5ftT8OfFHHi4KfHR2C5wUXLfBtknczXtGmaQTEf7B7UPNS8PUcO5uigR5mfc/2OrfUg//5WOnBINwvw8MKRjmE1+J5E9c5Xylw8bNgzDhg2r8/XnzZuH5s2b4+OPPwYAtG/fHn/++Sfmzp2LIUOGWCtMq0nJLcMHv5wBAPxzSDu0CPaROCKi2kXdNIMkhDBvwi5Wa7H6cBoAYGJirFThyU5UoCeuFZQjLb8c3a1cMUEIYd6cPSGhGdy4B5LIsfYg7d27F4MGDapy2ZAhQ7B3716JImo4g0Hg1R+Po6xCj17NgzCJbyxk5yIqZ5BKNDoUlevMl685cg2lFXq0DPZGYssmUoUnO6aebKl51p9B2nkuGyeuFULlqsQ4Vj8nAiDxDFJ9ZWRkIDS0auPL0NBQFBUVoby8HJ6et3ab1mg00GhurOEXFRVZPc66WLz3KvZfyYOXuws+ergLlFxaIzvn5e6KJt7uyC2tQFpBGfy9/CGEMG/OnpjIo/2WZKtikal5ZXjl+2MAgMd7xyDI292qv4/IUTjUDFJDzJo1C/7+/uav6OhoqUPC5ewSzNl8FgAw/f72iGnCPRvkGCKrvWnvuZSLS9ml8FG54sFuUVKGJju2OOqv1urx3LLDKCjTokuUP/5vaDur/S4iR+NQCVJYWBgyMzOrXJaZmQk/P78aZ48AYPr06SgsLDR/paam2iLUWukNAq/++BfUWgPuatUUT/DEDzmQ6hu1F1e2pHioWyR8VA41IW33oqxcLFIIgTfWnsSp60Vo4u2Or57ozvIMRDdxqFe0hIQE/PLLL1Uu27p1KxISEmq9jUqlgkplPw0zv/3zMg4n58NH5Yo5D3fmkgQ5FHOCVFCOtPwybDtj/MAyISFWwqjk6eZN8QaDsPgy/LL9KVh9JA1KBfDfcfHmPWZEZCTpDFJJSQmOHTuGY8eOATAe4z927BhSUoy1OKZPn46kpCTz9Z977jlcvnwZ//znP3H27Fl8+eWX+P777/HKK69IEX69Xcgsxke/ngcAvPVAe/ObDZGjiLypgOHy/SkwCOCuVk3RKoQnMC0tzM8DrkoFtHqBrGLL1kI6nJyHmT8Z+z6+NqwdEls1tej9E8mBpAnSoUOHEB8fj/j4eADAtGnTEB8fjxkzZgAA0tPTzckSADRv3hw///wztm7dii5duuDjjz/GN9984xBH/HV6A/7xw3FU6AwY0DYYj/SQfi8UUX2Z9sVczinBygOmvmtWPoPupFxdlAgPMNZCSrXgMltWsRrPLzsCrV5geFw4nmFxWqIaSbrENmDAAAhRexn9mqpkDxgwAEePHrViVNYx/4/LOJ5WCD8PV8x+kEtr5JhMs57nM0vM3w9sH3q7m1AjRAV4ITXPuJzZMzao0fen1RswdflRZBVr0DrEB//mMj9RrRxqk7ajOpNehE+3GZfW3hnZEWH+7JBNjsm0xGbyRJ9mrP5uReaN2nmWOcn2wS9ncOBqHnxVrpg3oTu8ubGeqFZMkKxMqzfg798fh1YvcF+HUIyJj5Q6JKIG8/d0g2/lm6q7qxKP9uRSsTVZ8qj/+mPXzNWyP36kC1qycj/RbTFBsrLPf7uI0+lFCPByw/tjOnE6mxyeaRZpZJcIFhW0MvMMUkHj9iCdSS/C/63+CwAw9Z5WGMxea0R3xATJik5eK8QXOy4CAN4b1QkhvlxaI8c3Oj4SkQGeeK5/S6lDkb0b7UYaPoNUWKbF/1t6GGqtAXe3CcYr97WxVHhEssYFaCvR6PT4+/fHoTMYT4qM6BIhdUhEFvFc/5ZMjmzENIN0vaAceoOo934vg0Hg5VVHkZJXhqhAT/znsa7cM0ZUR5xBspLPtl3AucxiNPF2x8xRHaUOh4gcUGhlLSSdQSCzSF3v23+2/QJ2nMuGylWJeU90R4AXl0SJ6ooJkhUcTcnHvN8vAQDeHxOHJj72U8mbiByHi1JhrnBd343a289k4rPtFwAAsx6MQ6dIf4vHRyRnTJAsTK3V4x8/HIdBAKO7RmBoJ26GJKKGa0hPtqs5pXh51TEAxkKebCRMVH9MkCzs41/P4VJ2KUJ8VXhnJJfWiKhxbiRIdZtBKqvQ4f8tPYxitQ7dmwXizeEdrBkekWwxQbKgg1fz8M2fVwAAsx+K43o/ETVadKDpJNudZ5CEEPi/1SdwLrMYwb4qfDm+G9xd+TJP1BB85lhIWYUOr/5wHEIAY7tH4d52bL9ARI0XFVT3GaQFu6/ip+PX4apU4Mvx3RDqx9IiRA3FBMlC/r35HK7mliHc3wNvjeCUNhFZhrma9h2KRe67nIsPfjkDAHhzeHuL9G4jcmZMkCxg76VcLNpzFQAw56HO8PNwkzYgIpIN0x6k9AI1dHpDjddJLyzH1BVHoDcIjImPxMTEWBtGSCRPTJAaSQiB9385DQB4vHcM7m4TLHFERCQnIb4ecHOprIVUrLnl5xqdHi8sP4Kckgq0D/fDB2Pi2NKIyAKYIDWSQqHAtxN74rGe0Xj9/vZSh0NEMuOiVCCyshZSTRu1Z/50GkdTCuDn4Yr5T3SHp7uLrUMkkiUmSBYQ6ueB2Q91ho+KnVuIyPLM+5CqbdT+/lAqlu9PgUIBfDYuHjFNvKQIj0iWmCAREdm5mopFnkgrxJvrTgIAXhnUBve0DZEkNiK5YoJERGTnqheLzCutwHPLDqNCZ8Cg9iGYek8rKcMjkiUmSEREdu7GElsZ9AaBv313FNcKytG8qTc+ebQrlEpuyiayNCZIRER27uYZpI9+PYc/L+bA080F857ozrIiRFbCBImIyM5FB93YpP3VzksAgH8/3Bltw3ylDItI1pggERHZuWAfFdxdbrxcP9OvOUZ0iZAwIiL5Y4JERGTnlEqFeZmtT4sg/N/QdhJHRCR/LNxDROQA/jawNbadycQ7IzvC1YWfbYmsjQkSEZEDGB0fidHxkVKHQeQ0+DGEiIiIqBomSERERETVMEEiIiIiqoYJEhEREVE1TJCIiIiIqrGLBOmLL75AbGwsPDw80Lt3bxw4cKDW6y5atAgKhaLKl4eHhw2jJSIiIrmTPEFatWoVpk2bhrfffhtHjhxBly5dMGTIEGRlZdV6Gz8/P6Snp5u/kpOTbRgxERERyZ3kCdInn3yCZ555BpMnT0aHDh0wb948eHl5YcGCBbXeRqFQICwszPwVGhpqw4iJiIhI7iRNkCoqKnD48GEMGjTIfJlSqcSgQYOwd+/eWm9XUlKCZs2aITo6GqNGjcKpU6dsES4RERE5CUkraefk5ECv198yAxQaGoqzZ8/WeJu2bdtiwYIF6Ny5MwoLC/HRRx8hMTERp06dQlRU1C3X12g00Gg05u8LCwsBAEVFRRZ8JERERPJneu8UQkgcifU5XKuRhIQEJCQkmL9PTExE+/btMX/+fLz33nu3XH/WrFl49913b7k8OjraqnESERHJVXFxMfz9/aUOw6okTZCaNm0KFxcXZGZmVrk8MzMTYWFhdboPNzc3xMfH4+LFizX+fPr06Zg2bZr5e4PBgLy8PDRp0gQKhaLhwVOdFBUVITo6GqmpqfDz85M6HLIAjqk8cVzlxxpjKoRAcXExIiIiLHJ/9kzSBMnd3R3du3fH9u3bMXr0aADGBGb79u2YOnVqne5Dr9fjxIkTuP/++2v8uUqlgkqlqnJZQEBAY8KmBvDz8+OLrsxwTOWJ4yo/lh5Tuc8cmUi+xDZt2jRMnDgRPXr0QK9evfDpp5+itLQUkydPBgAkJSUhMjISs2bNAgDMnDkTffr0QatWrVBQUIAPP/wQycnJePrpp6V8GERERCQjkidIjz76KLKzszFjxgxkZGSga9eu2Lx5s3njdkpKCpTKG4ft8vPz8cwzzyAjIwOBgYHo3r079uzZgw4dOkj1EIiIiEhmFMIZtqKTZDQaDWbNmoXp06ffstRJjoljKk8cV/nhmDYOEyQiIiKiaiSvpE1ERERkb5ggEREREVXDBImIiIioGiZIRERERNUwQSKygpKSEgDO0a/I2XBM5aW8vFzqEMhKGvtcZYJEZEG7d+9G//798be//Q1qtZrtbGTiyJEjWLFiBTIzM5kgycTu3bsxYMAA/Pvf/4ZWq5U6HLIQSz5XmSARWcC2bdvQpUsXDB48GC1btsSsWbPg4eEhdVjUSMnJyRgyZAj69++PDz74AH379sXMmTOlDosa4ddff0XXrl0xePBgxMbG4oUXXoCbm5vUYVEjWeO5KnklbSJHt3r1aowdOxZDhw7F0aNHq1R+J8ckhIBCocC6deuQl5eHS5cuoby8HBs2bMBLL72ETp06YcyYMXBxcZE6VKqHb775Bs8++ywef/xxHDhwAO7u7lKHRI1kzecqEySiBjIYDFAqlejXrx/uuusu9O7dGwqFAj/++COOHDmCuLg4xMfHo127duYnMTkGhUIBjUaDZcuW4Z577kFISAgA4MUXX8TBgwcxZ84ctG3bFnFxcRJHSnWh1+vh4uKCYcOGISYmBkOHDoW7uztWr16NS5cuIS4uDl26dEFERIT5eU2OwZrPVSZIRHWkVquxZMkSDB06FDExMVAqlTAYDAgJCcF9992HhQsX4uuvv0ZAQAA6dOiARYsWwd3dHVu3bkXr1q2lDp9qoVar8eWXXyI/Px8JCQkYPHgwXF1dza0ZDAYDAONmXk9PT8ycORO9e/fGzp070aFDB84i2aGaxhQAIiMjMXjwYLz22mt4++234ebmhlatWmH27Nlo2bIlfv/9d3h5eUkcPdVGrVbj448/xoULF9CtWzc89thjCAkJgUqlghDC4s9VpslEd6DVavHtt9+iXbt2eO6557Bw4ULzz0ybACdOnIh27dph2rRp2LVrF5YuXYqjR48iNDQU06ZNQ3FxsVThUy3UajVmzZqF8PBwrFu3DkeOHMG4ceMwdepUAMZxv/fee/HLL78AADw9PaHX6xEbG4u7774b69evh0ajkfIhUDV3GlMA+Mc//oGmTZvipZdewp49e7By5Ups3boV+fn5ePnllwHwpKK9KSsrw8yZMxEeHo4tW7bAx8cH77//PsaPH4/CwkIYDAYMHDjQ8s9VQUS3derUKTFp0iTxr3/9S7z22msiMjJSZGZmmn9uMBiEEELs379f5ObmVrntb7/9JlxdXUVqaqpNY6Y7++GHH0T37t3F6tWrhRBClJaWivXr1wuFQiFycnKEEEKsWrVKtG7dWnz33XdCCCHKysqEEEJs3bpVuLm5idLSUmmCpxrVZUyFEOKPP/4QeXl5VW67cOFC4eXlJSoqKmwaM93Zzz//LB5++GGxdu1a82VHjhwRCoVCXL9+XQghxPfff2/x5ypnkIjuIDo6Gk888QSef/55TJ8+HaWlpVi5cuUt1+vVqxeCgoKqXFZRUQE3NzekpaXZKlyqo5YtW2L48OEYPnw4AMDLywtdunRBZGQk9uzZA8A4pt27d8enn34KwPjJFDBO4Tdt2hSXLl2SJHaq2e3GdN++febr9evXD4GBgVVuq9Pp4OvriwsXLtg0ZqqdqJzJS0xMxD/+8Q888MAD5p8lJyfj4Ycfho+PDwCgR48eln+uNjq1I5IhrVZb689effVV0bJlS1FQUHDH+3jqqafEmDFjhMFgMM80kXRqG1fT2Ozbt09ERUWJrKws88+2bt0qAgICxMyZM0VaWpoQQogpU6aIESNGWD9guqO6jml2dnat91FWVibGjh0rJk6caI0QqQFqG9fCwkLxzDPPCDc3N9GtWzcxbtw4cfnyZSGEccbez8/PYs9VbtImp5eXl3fLzI+rq/GpIW46fWb6/7/97W/473//i3Xr1mHixIlVbpeVlYUdO3ZAo9HgP//5D8rKyvCf//yHJ9gkUJdxFUJACGE+tbRx40a0adMGQUFB0Ol0cHV1xaBBgzB37ly88cYb+PHHH6FQKJCWloavv/7a5o/J2TVmTAMDA6ucULt+/TqOHz+O3NxcfPrpp9BqtZg3b55tHxABqPtrsF6vx6ZNm5CcnIzly5fDxcUFn3zyCSZOnIhPPvkE99xzD+bOnYu33nrLMs/VBqVVRDLw0UcfiS5duojBgweLv//97+LkyZNCCCF0Op1ITU0VXbt2FTt37qzxtk899ZTo2rWreZ3bJC0tTYwcOVK0bt1azJw5U+j1eqs/DqqqIeOq0+mEVqsV8fHx4pNPPqnxfi9cuCD+97//iS+//JLjamPWGNMDBw6IoUOHihYtWvC5KpGGjKtara7yfXJysoiIiBAbNmwwX2ap5yoTJHI6Bw8eFP369RNdunQR8+fPF7NnzxadOnUSDzzwgHlaXqvVitjYWDFnzpwal8bOnDkjXF1dxU8//SSuXLkiFixYIM6fPy+EEOLKlSu2fDhUqaHjavrvnj17RFhYmCgsLBRCCFFSUiL+/PNPUV5eLs0DIquM6a5du4RWqxVarVacPXtWmgfm5BrzGlx9jPfv3y8UCoXYvHmzEEJYNNFlgkROwXQyRa1Wi3nz5onx48dXOVm2bNky0bt3b3Ho0CHzZXc6eTZo0CDh5eUlFAqF6NOnj7h48aJ1gqdaWXJcX3rpJfHss8+KwsJCMW3aNKFQKMR9991nfnMl27D2mA4aNEgUFRVZ90HQLSw5rjqdzvzzcePGiYkTJ1rl9CETJJK1kydPigcffFC8+uqr5sv+/PNPczJjeqJt2bJFBAYGmo+M3s7ly5fFyJEjhUKhEPfff7/Yvn27dYKnWll6XK9duyZiYmKEr6+v8PT0FN26dRNbtmyx3gOgW3BM5cnS43ru3Dkxffp08eSTTwpvb28xfPhwcerUKavEzmP+JEv79+/HXXfdhfj4eAgh8MILL5h/1rdvX7Rs2RIAzBs2U1JS0KFDB/j7+99yX2fPnkV2drb5+9OnT8Pb2xsHDhzAzz//jHvvvdfKj4ZMLD2uWVlZAIzHwYuLizF06FDs2bMHhw8fNldfJuvimMqTtV6DY2NjkZGRAQDYtWsXNm7ciA4dOljnQVgl7SKS0LfffisUCoUYOnRorVPp1dexR44cKaZPny6EuPGJRghjobnw8HAxbdo087FTbuaUhjXG9ZVXXjFfzqU02+OYypO1xtW0jKbRaKwZvhmP+ZNsiMrjoN26dUO3bt0wcuRI+Pr6Ytu2bTh16hS6deuGtm3bIiQkxHxdhUKBlJQU/PHHH3jjjTcAoEq/Hi8vLzz77LPw9/c3HztlI0vbsua4+vn5mS/38/OT5PE5I46pPFn7NdjNzQ0A4O7ubpPHoxCCTWfI8YmbamUAwHPPPYddu3ZBo9FAoVAgOjoax48fR7t27bBp06YqL5wzZ87E1q1bsWvXLuj1enzzzTf466+/8MUXX0jxUOgmHFf54ZjKkxzHlR+FSRZMT0xTN+eJEyciICAATz75JHbt2oXvv/8ev/32Gy5duoS33nrL3LhQp9PhyJEjGDhwIObNm4ewsDC888476NSpk2SPhW7guMoPx1SeZDmuNlnII7KA69evi1dffVXMnj1b7Ny507wnyGAwCI1GIz766KMqew62bt16S/PYefPmiaZNm5qvd+7cOaFQKIRCoRBt2rQRy5cvt90DIiEEx1WOOKby5GzjygSJ7JrBYBB6vV589tlnwt/fXwwdOlQ89thjIioqSkybNs18vdOnTwuFQiE+//zzWu9HCCHWrFkjvLy8xIULF4QQxkJyL7/8sti9e7f1HwyZcVzlh2MqT848rkyQyO6lpqaK7t27i1WrVpkvW7p0qQgKChILFiwQQhiLj33//fe3rYxbUVEhHn30UfHoo4/yJJod4LjKD8dUnpx1XJkgkd1bu3ataNasmTh27Jj5sjNnzghvb2/Rvn17UVpaWuttMzMzxebNm8XGjRvFgAEDRMeOHVnY0U5wXOWHYypPzjqu3KRNduO7777Ds88+ay4CptPpABg3/fn5+eH69evm66rVanTt2hXnz5/Hjz/+CMDY6bm63NxcfPDBB3juuefQtWtX7N27l4UdbYzjKj8cU3niuFYjdYZGdPToUTFixAjh4+MjIiIixJdffimEuFEszGAwiMGDB4s2bdqITz75REyZMkV4e3uLmTNniocfflgMGjTIfF85OTli0KBBYs2aNebLbv7UQ7bDcZUfjqk8cVxrxhkkklx+fj6EEFi2bBn69++PTZs2oaioCC4uLtBqtVAoFPjkk08wfvx4rFy5EmfPnsW6devw1ltvITIyEj4+PigvLwcAqFQqlJWVYe3ateb779Kli1QPzalxXOWHYypPHNdaSJufERlbd5iaDS5YsED07t1bLFq0SAhRteS8EEKUlZVV+T4xMVFMnDixymXZ2dnWC5bqjOMqPxxTeeK41owzSCQ5pVJpbjY4ePBgREREYOPGjaioqKhSch4APD09zQXG1q1bB41GU6UJIgA0bdrUNoHTbXFc5YdjKk8c15oxQSKrOnToEH777TdzJ2bAWJK+JkIIREZGon///khNTcXGjRsB3KjMCgDXrl3DvHnzMGzYMIwfPx6DBg1C165drfoY6FYcV/nhmMoTx7XhmCCRVZw9exZ9+vTBwIED8corr+Cuu+7CmjVrAKBKv56bmZ60w4cPR5MmTbB+/XoAxk83pieol5cXCgoK0KJFC5w7dw6zZ8+2WeNC4rjKEcdUnjiujecqdQAkTwsXLkSTJk1w6tQplJeXY+bMmXj11VcREBCAe++9F3q9/papW6XSmK+3atUKffv2xaZNm7BmzRpkZGTgypUr+PDDDxEQEIAZM2bU+gQn6+K4yg/HVJ44rhYgzdYnkrOKigrRtGlT8dlnn5kvS01NFWPHjhVdu3a97W1N1VW3bdsmwsLChEKhEH5+fuLdd9+1asx0ZxxX+eGYyhPH1TK4xEYNVlpaiu+//x6lpaUAbkzPZmZmolWrVqioqDBfNyoqClOnTsWJEyewfft2ADUXFQOA9957D2PGjIGfnx+WLl2KwsJCzJgxw8qPhkw4rvLDMZUnjqt1MUGieistLcWcOXMQGRmJJ598EqtXrwZwYyNfkyZN4OnpidTUVBQVFZlv16VLFwwZMgRz584FcOs6uBACSqUSAQEB+Oabb3Du3DmMHz/eRo+KOK7ywzGVJ46rbTBBonrbt28f1q5di5deegkDBw7Epk2boNPp4OLiAp1OB09PTyQmJmL37t04ceKE+XY+Pj649957kZaWhtzcXPN6d3UvvvgiHnnkEVs9HKrEcZUfjqk8cVxtgwkS1VtiYiJefPFFvPPOOxg4cCCuXLliPg5qmuJ94YUXUFhYiJ9//tk8/evi4oLCwkK4ublBpVLdcr9OsenPjnFc5YdjKk8cV9tggkT15unpifHjx0OhUGDYsGEICgrCunXrAABubm7Q6/WIiIhAUlISNm3ahPnz5wMwrndfuXIFHTt2hI+Pj4SPgGrCcZUfjqk8cVxtg8f86baEELV+qjAYDGjdujX69u2LjRs3Ytu2bRg0aBAMBgNcXFwwZcoUeHp64h//+Ae2bduGq1evoqioCN9//72NHwVVx3GVH46pPHFcpaMQopaSmuR03n//fWzevBk9e/ZE//79MWrUKPPPTKcdbq6bodPp4OrqimPHjuHVV19F69at8eWXX95yv3/++ScOHjwIV1dXvPjii9Z/IFQFx1V+OKbyxHG1M7auK0D2p6ioSIwePVrExcWJDz74QAwZMkS4ubmJVatWCa1WW+W6ycnJYvXq1UIIIQwGg/ny119/XfTt21ccOHBApKWliXXr1gkhbtTUINvjuMoPx1SeOK72iQkSif3794vw8HDx559/mi+bOnWq6Ny5s9i8ebMQQoijR4+KkSNHCh8fH/HKK68IjUYjhLjx5NuzZ4/o3r27iI2NFQqFQnTt2pVPTIlxXOWHYypPHFf7xE3aTkar1d5y2b59++Dv74/OnTubL5s5cybc3NywYcMGCCEwf/58+Pv7Y8+ePfjkk0/MvXeUSiUOHDiAOXPm4MiRI+jYsSP++OMPHD16tNYjpGR5HFf54ZjKE8fVgUibn5Gt7Nu3T/Tr10+88cYb5stMny527dolFAqFyM3NFUIYy9QLIcTMmTNFt27dxMGDB2973y+88IIYPHiwOHXqlJWip9pwXOWHYypPHFfHwwRJ5srLy8X8+fNFhw4dRMuWLUVwcLBITU2tcp2rV6+K6Oho8cEHHwghhFCr1UII41p3WFiY+O6772q8b9OTW6fTWfERUE04rvLDMZUnjqvj4vybzCkUCpSXl2PSpEnYunUrXFxcsHDhwirXCQ4OxqOPPorPPvsMAKBSqWAwGBATE4Pw8HAcO3YMwK19e0zTt9U7QpP1cVzlh2MqTxxXx8UESeZUKhUeeeQR/P3vf0fz5s0xdepUzJs3Dzk5OebreHl54bHHHoMQAjNnzgRgfOJlZmZCrVYjICAAAJ+E9oTjKj8cU3niuDowaSewyNaysrKEn5+f+Pzzz2/52f/+9z/h7e0tnnnmGbFv3z7xf//3f6J9+/biypUrtg+U6oXjKj8cU3niuDoOJkgOLC0tTaxdu1acO3fOvBZ9c12M2talX3nlFdGmTRtRWFh4y8/++9//ioEDB4qWLVuKuLg4sW3bNusET7XiuMoPx1SeOK7yxgTJAZ06dUqMGjVK+Pj4iISEBBEcHCzeffdd88kH039Nqhcau3r1qlCpVGL58uVCCONGv5ufqGq1WqSkpFj5UVB1HFf54ZjKE8fVOXAPkoPZu3cvnnjiCfj7++PgwYPYtGkTnnrqKfzyyy/mjXxubm4AgFWrVqF79+7YtWtXlfto1qwZnnjiCXz66adYtWoVHnjgASxatMj8c3d3d0RHR9vqIRE4rnLEMZUnjqsTkTpDo/o5e/asWL16tcjNzTVP5W7fvl20bdtWZGVlCSGEuHz5sujRo4eIiIgQM2bMEEVFRVXuo6SkRPzrX/8SCoVCqFQqMX78eJGXl2fzx0I3cFzlh2MqTxxX58EEyY4tWbJEfPTRR2Lnzp3m6dfy8vIqa9wnT54U/fv3FxMmTBA7duwQGo1GFBcXiy1bttS4vp2SkiL69esnFAqFeO+990RZWZnNHg8ZcVzlh2MqTxxX58YEyQ4tXLhQREVFiTZt2ogRI0YIX19fMWXKlFuuN3fuXKFQKMSwYcPEuHHjRIsWLcRDDz102/vOzs4Wv/76q7VCp9vguMoPx1SeOK4kBBMku3Dzp5GdO3eKfv36if/+97+ioqJCaLVa8cUXX4j4+Hjxyy+/CCFubPjLzs4Wly5dMt928+bNIjQ0VKxfv/6W+yXb47jKD8dUnjiuVBNu0pZYSUkJFAqF+fvCwkI8+OCDGD9+PFxcXODq6or+/fujrKzM3JzQ1dUVANCkSRO0aNHCXF01KCgILi4uKCwsBIAq90u2xXGVH46pPHFcqTauUgfgrE6ePInXXnsN6enpSEhIwKhRo3DfffdhyJAhUKlUVa7btGlT5ObmIigoqMrlpiefqbrq/v37ER0djcGDB9vmQdAtOK7ywzGVJ44r3QlnkCRw/PhxjB07FqGhoXj22Wdx7tw5PPTQQ9i9e7f5iXlzz52VK1ciOjoanTp1ghDCfHlGRgaOHj2KX375BQ888ABmz56N5557DiEhIVWuR7bBcZUfjqk8cVypTqRb3XM+pvXojz76SLRr167K0c977rlH3H///eL48eNCiKpdmu+++27x/vvv33J/f/zxh3j88cdFTEyMePbZZ0VmZqYNHgVVx3GVH46pPHFcqT6YIFnZiRMnhFqtrnLZgw8+KMaPHy+EuLHZb8+ePaJjx45i1qxZ5usZDAZx+fJlERsbK44ePWq+/I8//hBCGKu1Hjt2TGg0Gis/CqqO4yo/HFN54rhSQ3GJzQoMBgPef/99xMbG4rHHHkNCQgK+/fZb88+7dOmC3bt3AzB2bAaAhIQExMXFYffu3bhy5QoA4/r2unXr0KFDB3Tq1Alz585FdHQ0Hn/8cWRnZ8PNzQ1dunQxbxwk6+K4yg/HVJ44rmQRUmdocnPx4kXx4IMPil69eokff/xR/Pnnn+Jvf/ub8Pb2FqdOnRJCGI+RqlQqsXPnTiGEMH+6WbdunQgLCxPHjh0TQghRWloq2rdvL8LCwkSTJk1EdHS0+Pbbb6V5YE6O4yo/HFN54riSpTBBsrD9+/eLhIQEceLEiSqXh4SEiG+++UYIIURqaqoYOnSoGDBggBDixlq3VqsVHh4e5iJiFy5cEJ07dxZ9+/Y1198gaXBc5YdjKk8cV7IUJkhWcO7cuSrfFxQUiLi4ODFv3jwhhHFde/369UKpVIoNGzaYr7dlyxYRFRUldu3aJYRgR2d7w3GVH46pPHFcyRKYIFmR6VPJiRMnREBAgLh8+XKVn7/44osiMjJSPPPMM2Ljxo3irrvuEmPGjGH1VTvHcZUfjqk8cVypMRRCsFiDtej1eri4uODdd9/Fvn37sGnTJmi1Wri5uQEAdDodvvzyS/z888+4fPky+vfvjw8//BCBgYESR063w3GVH46pPHFcqTGYIFmZXq9Hv379MG7cOLz44ovmyysqKswnH0pKSuDh4WEuX0/2j+MqPxxTeeK4UkPxmL+V7dq1C5cvX8bjjz8OnU6HOXPmYNiwYTh16pT5Ot7e3nxiOhiOq/xwTOWJ40oNxQTJSkwTc5s2bUKHDh3wzTffIDg4GF988QXGjh2L+Ph483XZ0NBxcFzlh2MqTxxXaiwusVmRWq1GVFQU8vLyEB8fj7fffhsjR46UOixqJI6r/HBM5YnjSo3BBMnKPv/8c/Tp0wc9evSQOhSyII6r/HBM5YnjSg3FBImIiIioGu5BIiIiIqqGCRIRERFRNUyQiIiIiKphgkRERERUDRMkIiIiomqYIBERERFVwwSJiIiIqBomSERkc5MmTcLo0aOlDoOIqFbszkdEFnWnvlZvv/02PvvsM7BGLRHZMyZIRGRR6enp5v9ftWoVZsyYgXPnzpkv8/HxgY+PjxShERHVGZfYiMiiwsLCzF/+/v5QKBRVLvPx8blliW3AgAF48cUX8fLLLyMwMBChoaH43//+h9LSUkyePBm+vr5o1aoVNm3aVOV3nTx5EsOGDYOPjw9CQ0MxYcIE5OTk2PgRE5EcMUEiIruwePFiNG3aFAcOHMCLL76I559/HmPHjkViYiKOHDmCwYMHY8KECSgrKwMAFBQU4N5770V8fDwOHTqEzZs3IzMzE4888ojEj4SI5IAJEhHZhS5duuDNN99E69atMX36dHh4eKBp06Z45pln0Lp1a8yYMQO5ubn466+/ABi7tMfHx+ODDz5Au3btEB8fjwULFmDHjh04f/68xI+GiBwd9yARkV3o3Lmz+f9dXFzQpEkTxMXFmS8LDQ0FAGRlZQEAjh8/jh07dtS4n+nSpUto06aNlSMmIjljgkREdsHNza3K9wqFosplptNxBoMBAFBSUoIRI0Zgzpw5t9xXeHi4FSMlImfABImIHFK3bt2wevVqxMbGwtWVL2VEZFncg0REDmnKlCnIy8vDuHHjcPDgQVy6dAlbtmzB5MmTodfrpQ6PiBwcEyQickgRERHYvXs39Ho9Bg8ejLi4OLz88ssICAiAUsmXNiJqHIVgOVsiIiKiKvgxi4iIiKgaJkhERERE1TBBIiIiIqqGCRIRERFRNUyQiIiIiKphgkRERERUDRMkIiIiomqYIBERERFVwwSJiIiIqBomSERERETVMEEiIiIiqoYJEhEREVE1/x8gnOf5g8Fh3gAAAABJRU5ErkJggg==", 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o0brllltKcmwAAAC24DDGmAvZYN++fUpMTJQxRjt27FCLFi20Y8cOhYeHa8WKFapWrZpVY71sZWVlKTQ0VJmZmQoJCfH0cAAA8Bpl5TP0ggOXdOqyELNnz9Z3332n48ePq1mzZurTp4/bIvqypKz8zwIAQEkrK5+hF7xoXpL8/Px0zz33lPRYAAAAbOmCA9c777xzztfvu+++ix4MAACAHV3wV4qVKlVye56fn68TJ04oICBA5cuX15EjR0p0gN6grBwOBQCgpJWVz9ALPkvx999/d3scP35caWlpatOmjd5//30rxggAAODVSuTm1XXq1NGLL76ooUOHlsTuAAAAbKVEApd0aiH9/v37S2p3ZzVlyhTFxMSoXLlyatWqldatW3fO/h9++KHq16+vcuXKqXHjxlq4cKHb68YYjRo1StWrV1dQUJASEhK0Y8cOK6cAAADKmAteNP/pp5+6PTfG6LffftPkyZN1ww03lNjAijJnzhwlJSVp2rRpatWqlSZOnKjExESlpaUVef2v1atXq3fv3hozZoy6dOmiWbNmqVu3btq0aZMaNWokSfrXv/6lV155RW+//bauvPJKPfPMM0pMTNS2bdtUrlw5S+cDAADKhgteNO/j435QzOFwqGrVqmrfvr1efvllVa9evUQH+GetWrXSddddp8mTJ0s6dZuh6OhoDRkyRCNGjDijf69evZSdna0FCxa42q6//nrFxsZq2rRpMsYoKipKw4YN0xNPPCFJyszMVEREhGbOnKm77rqrWOMq6QV/xhidzD/z9kkAAHhakL+vHA5Hie2vrCyav+AjXE6n04pxnFdeXp42btyokSNHutp8fHyUkJCg1NTUIrdJTU1VUlKSW1tiYqLmz58vSdq1a5fS09OVkJDgej00NFStWrVSamrqWQNXbm6ucnNzXc+zsrIudlpFOplfqIajlpToPgEAKAnbkhNVPuCiLuNZppXYGi6rHTp0SIWFhYqIiHBrj4iIUHp6epHbpKenn7P/6X9eyD4lacyYMQoNDXU9oqOjL3g+AACg7ChWRP3rUaJzGT9+/EUPxluMHDnS7b9JVlZWiYauIH9fbUtOLLH9AQBQUoL8fT09BK9UrMC1efPmYu2sJL/T/avw8HD5+voqIyPDrT0jI0ORkZFFbhMZGXnO/qf/mZGR4bb2LCMjQ7GxsWcdS2BgoAIDAy9mGsXicDg4XAsAgI0U61N9+fLlVo/jvAICAtS8eXMtW7ZM3bp1k3RqPdmyZcs0ePDgIreJi4vTsmXL9Nhjj7naUlJSFBcXJ0m68sorFRkZqWXLlrkCVlZWltauXauHH37YyukAAIAyxKsOoyQlJalv375q0aKFWrZsqYkTJyo7O1v9+vWTdOo+jjVq1NCYMWMkSUOHDlW7du308ssvq3Pnzpo9e7Y2bNig119/XdKpI0mPPfaY/vnPf6pOnTquy0JERUW5Qh0AAMCluqjAtWHDBn3wwQfas2eP8vLy3F776KOPSmRgRenVq5cOHjyoUaNGKT09XbGxsVq8eLFr0fuePXvcLlvRunVrzZo1S08//bSefPJJ1alTR/Pnz3ddg0uS/vd//1fZ2dkaOHCgjh49qjZt2mjx4sVcgwsAAJSYC74O1+zZs3XfffcpMTFR//3vf9WhQwf9+OOPysjI0O23364ZM2ZYNdbLVlm5hggAACWtrHyGXvBlIV544QVNmDBBn332mQICAjRp0iRt375dd955p2rVqmXFGAEAALzaBQeunTt3qnPnzpJOLWTPzs6Ww+HQ448/7lobBQAAgD9ccOCqVKmSjh07JkmqUaOGtmzZIkk6evSoTpw4UbKjAwAAsIFiB67Twepvf/ubUlJSJEk9e/bU0KFDNWDAAPXu3Vvx8fHWjBIAAMCLFfssxWuvvVbXXXedunXrpp49e0qSnnrqKfn7+2v16tXq3r27nn76acsGCgAA4K2KfZbiypUrNWPGDM2dO1dOp1Pdu3fXgw8+qLZt21o9xsteWTnDAgCAklZWPkOL/ZVi27ZtNX36dP3222969dVX9csvv6hdu3aqW7euxo4de86bPQMAAJRlF7xovkKFCurXr5+++uor/fjjj+rZs6emTJmiWrVqqWvXrlaMEQAAwKtd8IVP/yo7O1vvvfeeRo4cqaNHj6qwsLCkxuY1ysrhUAAASlpZ+Qy96HsprlixQtOnT9e8efPk4+OjO++8U/379y/JsQEAANjCBQWu/fv3a+bMmZo5c6Z++ukntW7dWq+88oruvPNOVahQwaoxAgAAeLViB65OnTpp6dKlCg8P13333acHHnhA9erVs3JsAAAAtlDswOXv76+5c+eqS5cu8vX1tXJMAAAAtlLswPXpp59aOQ4AAADbuuDLQgAAAODCELgAAAAsRuACAACwGIELAADAYgQuAAAAixG4AAAALEbgAgAAsBiBCwAAwGIELgAAAIsRuAAAACxG4AIAALAYgQsAAMBiBC4AAACLEbgAAAAsRuACAACwGIELAADAYgQuAAAAixG4AAAALEbgAgAAsBiBCwAAwGIELgAAAIsRuAAAACxG4AIAALAYgQsAAMBiXhO4jhw5oj59+igkJERhYWHq37+/jh8/fs5tcnJyNGjQIFWpUkXBwcHq3r27MjIyXK9/++236t27t6KjoxUUFKQGDRpo0qRJVk8FAACUMV4TuPr06aOtW7cqJSVFCxYs0IoVKzRw4MBzbvP444/rs88+04cffqivvvpK+/fv1x133OF6fePGjapWrZreffddbd26VU899ZRGjhypyZMnWz0dAABQhjiMMcbTgzifH374QQ0bNtT69evVokULSdLixYt1yy23aN++fYqKijpjm8zMTFWtWlWzZs1Sjx49JEnbt29XgwYNlJqaquuvv77InzVo0CD98MMP+uKLL4o9vqysLIWGhiozM1MhISEXMUMAAMqmsvIZ6hVHuFJTUxUWFuYKW5KUkJAgHx8frV27tshtNm7cqPz8fCUkJLja6tevr1q1aik1NfWsPyszM1OVK1cuucEDAIAyz8/TAyiO9PR0VatWza3Nz89PlStXVnp6+lm3CQgIUFhYmFt7RETEWbdZvXq15syZo88///yc48nNzVVubq7reVZWVjFmAQAAyiqPHuEaMWKEHA7HOR/bt28vlbFs2bJFt912m0aPHq0OHTqcs++YMWMUGhrqekRHR5fKGAEAgHfy6BGuYcOG6f777z9nn6uuukqRkZE6cOCAW3tBQYGOHDmiyMjIIreLjIxUXl6ejh496naUKyMj44xttm3bpvj4eA0cOFBPP/30ecc9cuRIJSUluZ5nZWURugAAwFl5NHBVrVpVVatWPW+/uLg4HT16VBs3blTz5s0lSV988YWcTqdatWpV5DbNmzeXv7+/li1bpu7du0uS0tLStGfPHsXFxbn6bd26Ve3bt1ffvn31/PPPF2vcgYGBCgwMLFZfAAAArzhLUZI6deqkjIwMTZs2Tfn5+erXr59atGihWbNmSZJ+/fVXxcfH65133lHLli0lSQ8//LAWLlyomTNnKiQkREOGDJF0aq2WdOprxPbt2ysxMVEvvfSS62f5+voWKwieVlbOsAAAoKSVlc9Qr1g0L0nvvfeeBg8erPj4ePn4+Kh79+565ZVXXK/n5+crLS1NJ06ccLVNmDDB1Tc3N1eJiYmaOnWq6/W5c+fq4MGDevfdd/Xuu++62q+44gr98ssvpTIvAABgf15zhOtyVlbSOQAAJa2sfIZ6xXW4AAAAvBmBCwAAwGIELgAAAIsRuAAAACxG4AIAALAYgQsAAMBiBC4AAACLEbgAAAAsRuACAACwGIELAADAYgQuAAAAixG4AAAALEbgAgAAsBiBCwAAwGIELgAAAIsRuAAAACxG4AIAALAYgQsAAMBiBC4AAACLEbgAAAAsRuACAACwGIELAADAYgQuAAAAixG4AAAALEbgAgAAsBiBCwAAwGIELgAAAIsRuAAAACxG4AIAALAYgQsAAMBiBC4AAACLEbgAAAAsRuACAACwGIELAADAYgQuAAAAixG4AAAALEbgAgAAsBiBCwAAwGIELgAAAIt5TeA6cuSI+vTpo5CQEIWFhal///46fvz4ObfJycnRoEGDVKVKFQUHB6t79+7KyMgosu/hw4dVs2ZNORwOHT161IIZAACAssprAlefPn20detWpaSkaMGCBVqxYoUGDhx4zm0ef/xxffbZZ/rwww/11Vdfaf/+/brjjjuK7Nu/f39de+21VgwdAACUcQ5jjPH0IM7nhx9+UMOGDbV+/Xq1aNFCkrR48WLdcsst2rdvn6Kios7YJjMzU1WrVtWsWbPUo0cPSdL27dvVoEEDpaam6vrrr3f1/fe//605c+Zo1KhRio+P1++//66wsLBijy8rK0uhoaHKzMxUSEjIpU0WAIAypKx8hnrFEa7U1FSFhYW5wpYkJSQkyMfHR2vXri1ym40bNyo/P18JCQmutvr166tWrVpKTU11tW3btk3Jycl655135ONTvP8cubm5ysrKcnsAAACcjVcErvT0dFWrVs2tzc/PT5UrV1Z6evpZtwkICDjjSFVERIRrm9zcXPXu3VsvvfSSatWqVezxjBkzRqGhoa5HdHT0hU0IAACUKR4NXCNGjJDD4TjnY/v27Zb9/JEjR6pBgwa65557Lni7zMxM12Pv3r0WjRAAANiBnyd/+LBhw3T//fefs89VV12lyMhIHThwwK29oKBAR44cUWRkZJHbRUZGKi8vT0ePHnU7ypWRkeHa5osvvtD333+vuXPnSpJOL2cLDw/XU089pWeffbbIfQcGBiowMLA4UwQAAPBs4KpataqqVq163n5xcXE6evSoNm7cqObNm0s6FZacTqdatWpV5DbNmzeXv7+/li1bpu7du0uS0tLStGfPHsXFxUmS5s2bp5MnT7q2Wb9+vR544AGtXLlStWvXvtTpAQAASPJw4CquBg0aqGPHjhowYICmTZum/Px8DR48WHfddZfrDMVff/1V8fHxeuedd9SyZUuFhoaqf//+SkpKUuXKlRUSEqIhQ4YoLi7OdYbiX0PVoUOHXD/vQs5SBAAAOBevCFyS9N5772nw4MGKj4+Xj4+PunfvrldeecX1en5+vtLS0nTixAlX24QJE1x9c3NzlZiYqKlTp3pi+AAAoAzziutwXe7KyjVEAAAoaWXlM9QrLgsBAADgzQhcAAAAFiNwAQAAWIzABQAAYDECFwAAgMUIXAAAABYjcAEAAFiMwAUAAGAxAhcAAIDFCFwAAAAWI3ABAABYjMAFAABgMQIXAACAxQhcAAAAFiNwAQAAWIzABQAAYDECFwAAgMUIXAAAABYjcAEAAFiMwAUAAGAxAhcAAIDFCFwAAAAWI3ABAABYjMAFAABgMQIXAACAxQhcAAAAFiNwAQAAWIzABQAAYDECFwAAgMX8PD0AOzDGSJKysrI8PBIAALzL6c/O05+ldkXgKgHHjh2TJEVHR3t4JAAAeKdjx44pNDTU08OwjMPYPVKWAqfTqf3796tixYpyOByeHo6tZWVlKTo6Wnv37lVISIinh4MSQl3th5raj1U1Ncbo2LFjioqKko+PfVc6cYSrBPj4+KhmzZqeHkaZEhISwi9xG6Ku9kNN7ceKmtr5yNZp9o2SAAAAlwkCFwAAgMUIXPAqgYGBGj16tAIDAz09FJQg6mo/1NR+qOmlYdE8AACAxTjCBQAAYDECFwAAgMUIXAAAABYjcAEAAFiMwAV4gePHj0uy/73GyiJqai8nT5709BBgkUt9rxK4gMvYqlWr1K5dOz366KPKycnh1lE2sWnTJs2aNUsZGRkELptYtWqVbrzxRv3rX/9Sfn6+p4eDElKS71UCF3AZWrp0qZo0aaIOHTqodu3aGjNmjMqVK+fpYeES7d69W4mJiWrXrp1eeOEF3XDDDUpOTvb0sHAJ/vvf/yo2NlYdOnRQTEyMHnnkEfn7+3t6WLhEVrxXuZcicJmZN2+eevbsqY4dO2rz5s22vplrWWGMkcPh0Pz583XkyBHt3LlTJ0+e1KeffqqhQ4eqUaNGuv322+Xr6+vpoeICvPnmmxo4cKDuvvturVu3TgEBAZ4eEi6Rle9VAhdwmXA6nfLx8VHbtm3Vpk0btWrVSg6HQ3PnztWmTZvUuHFjNW3aVPXr13f9UoB3cDgcys3N1bvvvqubbrpJ1apVkyQNGTJE69ev19ixY1WvXj01btzYwyNFcRQWFsrX11edOnVSrVq11LFjRwUEBGjevHnauXOnGjdurCZNmigqKsr1voZ3sPK9SuACPCQnJ0fvvPOOOnbsqFq1asnHx0dOp1PVqlXTzTffrBkzZuj1119XWFiYGjZsqJkzZyogIEApKSmqU6eOp4ePs8jJydHUqVP1+++/Ky4uTh06dJCfn5/rdihOp1PSqcXVQUFBSk5OVqtWrfTll1+qYcOGHOW6DBVVU0mqUaOGOnTooBEjRmj06NHy9/fX1VdfrRdffFG1a9fWV199pfLly3t49DibnJwcvfzyy9qxY4eaNWumu+66S9WqVVNgYKCMMSX+XiV2A6UsPz9fb731lurXr6+HHnpIM2bMcL12elFm3759Vb9+fSUlJWnlypX6z3/+o82bNysiIkJJSUk6duyYp4aPs8jJydGYMWNUvXp1zZ8/X5s2bVLv3r01ePBgSafq3r59ey1cuFCSFBQUpMLCQsXExOhvf/ubPvnkE+Xm5npyCviL89VUkp544gmFh4dr6NChWr16tWbPnq2UlBT9/vvveuyxxyRxJurl5sSJE0pOTlb16tW1ZMkSBQcH6/nnn1efPn2UmZkpp9Op+Pj4kn+vGgClauvWreb+++83//znP82IESNMjRo1TEZGhut1p9NpjDFm7dq15vDhw27bfvHFF8bPz8/s3bu3VMeM8/vwww9N8+bNzbx584wxxmRnZ5tPPvnEOBwOc+jQIWOMMXPmzDF16tQx77//vjHGmBMnThhjjElJSTH+/v4mOzvbM4NHkYpTU2OMWbFihTly5IjbtjNmzDDly5c3eXl5pTpmnN/nn39uevToYT7++GNX26ZNm4zD4TD79+83xhjzwQcflPh7lSNcQCmLjo7WPffco4cfflgjR45Udna2Zs+efUa/li1bqnLlym5teXl58vf31759+0pruCim2rVrq3PnzurcubMkqXz58mrSpIlq1Kih1atXSzpV0+bNm2vixImSTv3lLJ36yiI8PFw7d+70yNhRtHPVdM2aNa5+bdu2VaVKldy2LSgoUMWKFbVjx45SHTPOzvz/kcbWrVvriSeeUJcuXVyv7d69Wz169FBwcLAkqUWLFiX/Xr3kqAjgvPLz88/62vDhw03t2rXN0aNHz7uP/v37m9tvv904nU7XkTB4ztnqero2a9asMTVr1jQHDhxwvZaSkmLCwsJMcnKy2bdvnzHGmEGDBplbb73V+gHjvIpb04MHD551HydOnDA9e/Y0ffv2tWKIuAhnq2tmZqYZMGCA8ff3N82aNTO9e/c2P//8szHm1DcKISEhJfZeZdE8UMKOHDlyxpEpP79TbzXzp7MLT//7o48+qldffVXz589X37593bY7cOCAli9frtzcXL3yyis6ceKEXnnlFc5Q9IDi1NUYI2OM66y0BQsWqG7duqpcubIKCgrk5+enhIQETZgwQU899ZTmzp0rh8Ohffv26fXXXy/1OZV1l1LTSpUquZ2BuH//fn377bc6fPiwJk6cqPz8fE2bNq10JwRJxf8dXFhYqEWLFmn37t1677335Ovrq/Hjx6tv374aP368brrpJk2YMEHPPPNMybxXLyqmATjDuHHjTJMmTUyHDh3MsGHDzJYtW4wxxhQUFJi9e/ea2NhY8+WXXxa5bf/+/U1sbKxrncBp+/btM127djV16tQxycnJprCw0PJ5wN3F1LWgoMDk5+ebpk2bmvHjxxe53x07dpg33njDTJ06lbqWMitqum7dOtOxY0dz1VVX8V71kIupa05Ojtvz3bt3m6ioKPPpp5+62krqvUrgAi7R+vXrTdu2bU2TJk3Ma6+9Zl588UXTqFEj06VLF9fXEPn5+SYmJsaMHTu2yK8Cf/jhB+Pn52c+++wzs2vXLjN9+nTz448/GmOM2bVrV2lOB//vYut6+p+rV682kZGRJjMz0xhjzPHjx83XX39tTp486ZkJwZKarly50uTn55v8/Hyzfft2z0ysjLuU38F/rfHatWuNw+EwixcvNsaYEg3OBC7gIpw+8ygnJ8dMmzbN9OnTx+3MwXfffde0atXKbNiwwdV2vjMLExISTPny5Y3D4TDXX3+9+emnn6wZPM6qJOs6dOhQM3DgQJOZmWmSkpKMw+EwN998s+vDGqXD6pomJCSYrKwsayeBM5RkXQsKClyv9+7d2/Tt29eSs0sJXMAF2LJli7njjjvM8OHDXW1ff/21KxydfuMuWbLEVKpUyXWK8bn8/PPPpmvXrsbhcJhbbrnFLFu2zJrB46xKuq6//vqrqVWrlqlYsaIJCgoyzZo1M0uWLLFuAjgDNbWnkq5rWlqaGTlypHnggQdMhQoVTOfOnc3WrVstGTuXhQCKYe3atWrTpo2aNm0qY4weeeQR12s33HCDateuLUmuBbR79uxRw4YNFRoaesa+tm/froMHD7qeb9u2TRUqVNC6dev0+eefq3379hbPBqeVdF0PHDgg6dTlA44dO6aOHTtq9erV2rhxo+vq5LAWNbUnq34Hx8TEKD09XZK0cuVKLViwQA0bNrRmEpbEOMBG3nrrLeNwOEzHjh3P+tXBX9cBdO3a1YwcOdIY88dfXMacunBi9erVTVJSkus0ZRbXeoYVdX388cdd7Xx1WPqoqT1ZVdfTXxvm5uZaOXwXLgsBnIX5/9OHmzVrpmbNmqlr166qWLGili5dqq1bt6pZs2aqV6+eqlWr5urrcDi0Z88erVixQk899ZQkud1vq3z58ho4cKBCQ0NdpylzY9vSZWVdQ0JCXO0hISEemV9ZRE3tyerfwf7+/pKkgICAUpmPwxhu8gT8lfnTtVok6aGHHtLKlSuVm5srh8Oh6Ohoffvtt6pfv74WLVrk9os4OTlZKSkpWrlypQoLC/Xmm2/qu+++05QpUzwxFfwJdbUfampPdqwrf1oDRTj9Rj99t/i+ffsqLCxMDzzwgFauXKkPPvhAX3zxhXbu3KlnnnnGdSPTgoICbdq0SfHx8Zo2bZoiIyP1j3/8Q40aNfLYXPAH6mo/1NSebFnXUvniErgM7d+/3wwfPty8+OKL5ssvv3StqXI6nSY3N9eMGzfObc1GSkrKGTeTnjZtmgkPD3f1S0tLMw6HwzgcDlO3bl3z3nvvld6EYIyhrnZETe2prNWVwIUyxel0msLCQjNp0iQTGhpqOnbsaO666y5Ts2ZNk5SU5Oq3bds243A4zOTJk8+6H2OM+eijj0z58uXNjh07jDGnLoz42GOPmVWrVlk/GbhQV/uhpvZUlutK4EKZs3fvXtO8eXMzZ84cV9t//vMfU7lyZTN9+nRjzKmL6X3wwQfnvHJ0Xl6e6dWrl+nVqxdnGl4GqKv9UFN7Kqt15SxFlDkbNmzQoUOHVK9ePVdbixYtlJubq5deekm9evVS+fLl1bNnzzO2PXDggDZv3qyCggKNGzdOBw8e1CuvvMKZhpcB6mo/1NSeympdL/8RAhfp/fff18CBA10XtSsoKJB0ahFmSEiI9u/f7+qbk5Oj2NhY/fjjj5o7d66kU3eS/6vDhw/rhRde0EMPPaTY2FilpqZyodJSRl3th5raE3X9C08fYgNK2ubNm82tt95qgoODTVRUlJk6daox5o+L3zmdTtOhQwdTt25dM378eDNo0CBToUIFk5ycbHr06GESEhJc+zp06JBJSEgwH330kavtm2++Kd0JwRhDXe2ImtoTdS0aR7hgO7///ruMMXr33XfVrl07LVq0SFlZWfL19VV+fr4cDofGjx+vPn36aPbs2dq+fbvmz5+vZ555RjVq1FBwcLBOnjwpSQoMDNSJEyf08ccfu/bfpEkTT02tTKOu9kNN7Ym6noVn8x5Q8goLC103H50+fbpp1aqVmTlzpjHG/RYPxhhz4sQJt+etW7c2ffv2dWs7ePCgdYNFsVFX+6Gm9kRdi8YRLtiOj4+P6+ajHTp0UFRUlBYsWKC8vDy3WzxIUlBQkOuCefPnz1dubq7bTVElKTw8vHQGjnOirvZDTe2JuhaNwAWvsmHDBn3xxReuO71Lp24BURRjjGrUqKF27dpp7969WrBggaQ/rlwsSb/++qumTZumTp06qU+fPkpISFBsbKylc8CZqKv9UFN7oq4Xj8AFr7B9+3Zdf/31io+P1+OPP642bdroo48+kiS3+2392elfAp07d1aVKlX0ySefSDr119fpN3z58uV19OhRXXXVVUpLS9OLL75YajcyBXW1I2pqT9T10nEdLniFGTNmqEqVKtq6datOnjyp5ORkDR8+XGFhYWrfvr0KCwvPOFR9+rosV199tW644QYtWrRIH330kdLT07Vr1y699NJLCgsL06hRo876CwPWoq72Q03tibqWAM8sHQOKLy8vz4SHh5tJkya52vbu3Wt69uxpYmNjz7nt6asPL1261ERGRhqHw2FCQkLMs88+a+mYcX7U1X6oqT1R15LBV4q4bGRnZ+uDDz5Qdna2pD8OR2dkZOjqq69WXl6eq2/NmjU1ePBgff/991q2bJmkoi+SJ0nPPfecbr/9doWEhOg///mPMjMzNWrUKItng9Ooq/1QU3uirtYicMHjsrOzNXbsWNWoUUMPPPCA5s2bJ+mPhZVVqlRRUFCQ9u7dq6ysLNd2TZo0UWJioiZMmCDpzHUExhj5+PgoLCxMb775ptLS0tSnT59SmhWoq/1QU3uirqWDwAWPW7NmjT7++GMNHTpU8fHxWrRokQoKCuTr66uCggIFBQWpdevWWrVqlb7//nvXdsHBwWrfvr327dunw4cPn/VeWkOGDNGdd95ZWtPB/6Ou9kNN7Ym6lg4CFzyudevWGjJkiP7xj38oPj5eu3btcp0+fPqQ9iOPPKLMzEx9/vnnrsPdvr6+yszMlL+/vwIDA8/Yb5lYhHkZo672Q03tibqWDgIXPC4oKEh9+vSRw+FQp06dVLlyZc2fP1+S5O/vr8LCQkVFRem+++7TokWL9Nprr0k6tV5g165duuaaaxQcHOzBGaAo1NV+qKk9UdfSwWUhUKqMMWf9q8fpdKpOnTq64YYbtGDBAi1dulQJCQlyOp3y9fXVoEGDFBQUpCeeeEJLly7VL7/8oqysLH3wwQelPAv8FXW1H2pqT9TVcxzGnOUSscAlev7557V48WJdd911ateunW677TbXa6fPZvnzdVsKCgrk5+enb775RsOHD1edOnU0derUM/b79ddfa/369fLz89OQIUOsnwjcUFf7oab2RF0vM6V9HQrYX1ZWlunWrZtp3LixeeGFF0xiYqLx9/c3c+bMMfn5+W59d+/ebebNm2eMMcbpdLran3zySXPDDTeYdevWmX379pn58+cbY/64pgtKH3W1H2pqT9T18kTgQolbu3atqV69uvn6669dbYMHDzbXXnutWbx4sTHGmM2bN5uuXbua4OBg8/jjj5vc3FxjzB9v5tWrV5vmzZubmJgY43A4TGxsLG90D6Ou9kNN7Ym6Xp5YNI9Lkp+ff0bbmjVrFBoaqmuvvdbVlpycLH9/f3366acyxui1115TaGioVq9erfHjx7vuneXj46N169Zp7Nix2rRpk6655hqtWLFCmzdvPuspxyh51NV+qKk9UVcv4tm8B2+1Zs0a07ZtW/PUU0+52k7/9bNy5UrjcDjM4cOHjTGnbgthjDHJycmmWbNmZv369efc9yOPPGI6dOhgtm7datHocTbU1X6oqT1RV+9D4MIFOXnypHnttddMw4YNTe3atU3VqlXN3r173fr88ssvJjo62rzwwgvGGGNycnKMMafWCkRGRpr333+/yH2f/mVRUFBg4QxQFOpqP9TUnqir9+L4IC6Iw+HQyZMndf/99yslJUW+vr6aMWOGW5+qVauqV69emjRpkiQpMDBQTqdTtWrVUvXq1fXNN99IOvO+W6cPV//1jvOwHnW1H2pqT9TVexG4cEECAwN15513atiwYbryyis1ePBgTZs2TYcOHXL1KV++vO666y4ZY5ScnCzp1Bs5IyNDOTk5CgsLk8Sb+nJCXe2HmtoTdfVinj3ABm934MABExISYiZPnnzGa2+88YapUKGCGTBggFmzZo35+9//bho0aGB27dpV+gPFBaGu9kNN7Ym6eg8CF1z27dtnPv74Y5OWlub6Lv/P12U52/f6jz/+uKlbt67JzMw847VXX33VxMfHm9q1a5vGjRubpUuXWjN4nBV1tR9qak/U1d4IXDBbt241t912mwkODjZxcXGmatWq5tlnn3Wd2XL6n6f99cJ5v/zyiwkMDDTvvfeeMebUwss/v/FzcnLMnj17LJ4F/oq62g81tSfqWjawhquMS01N1T333KPQ0FCtX79eixYtUv/+/bVw4ULXwkp/f39J0pw5c9S8eXOtXLnSbR9XXHGF7rnnHk2cOFFz5sxRly5dNHPmTNfrAQEBio6OLq0pQdTVjqipPVHXMsTTiQ+etX37djNv3jxz+PBh16HrZcuWmXr16pkDBw4YY4z5+eefTYsWLUxUVJQZNWqUycrKctvH8ePHzT//+U/jcDhMYGCg6dOnjzly5EipzwV/oK72Q03tibqWHQSuMuSdd94x48aNM19++aXrcPPJkyfd1ghs2bLFtGvXztx7771m+fLlJjc31xw7dswsWbKkyPUBe/bsMW3btjUOh8M899xz5sSJE6U2H5xCXe2HmtoTdS3bCFxlwIwZM0zNmjVN3bp1za233moqVqxoBg0adEa/CRMmGIfDYTp16mR69+5trrrqKtO9e/dz7vvgwYPmv//9r1VDxzlQV/uhpvZEXWEMgcuW/vzX0pdffmnatm1rXn31VZOXl2fy8/PNlClTTNOmTc3ChQuNMX8swDx48KDZuXOna9vFixebiIgI88knn5yxX5Q+6mo/1NSeqCuKwqJ5mzl+/LgcDofreWZmpu644w716dNHvr6+8vPzU7t27XTixAnXzUr9/PwkSVWqVNFVV13luvpw5cqV5evrq8zMTEly2y9KF3W1H2pqT9QVZ+Pn6QGgZGzZskUjRozQb7/9pri4ON122226+eablZiYqMDAQLe+4eHhOnz4sCpXruzWfvrNfPrqw2vXrlV0dLQ6dOhQOpPAGair/VBTe6KuOB+OcNnAt99+q549eyoiIkIDBw5UWlqaunfvrlWrVrne6H++Z9bs2bMVHR2tRo0ayRjjak9PT9fmzZu1cOFCdenSRS+++KIeeughVatWza0fSgd1tR9qak/UFcXiuW8zcalOf58/btw4U79+fbdThW+66SZzyy23mG+//dYY434X+L/97W/m+eefP2N/K1asMHfffbepVauWGThwoMnIyCiFWeCvqKv9UFN7oq64EAQuL/P999+bnJwct7Y77rjD9OnTxxjzx+LL1atXm2uuucaMGTPG1c/pdJqff/7ZxMTEmM2bN7vaV6xYYYw5dTXjb775xuTm5lo8C/wVdbUfampP1BUXi68UvYDT6dTzzz+vmJgY3XXXXYqLi9Nbb73ler1JkyZatWqVpFN3hJekuLg4NW7cWKtWrdKuXbsknVofMH/+fDVs2FCNGjXShAkTFB0drbvvvlsHDx6Uv7+/mjRp4lrICWtRV/uhpvZEXVEiPJ34cG4//fSTueOOO0zLli3N3Llzzddff20effRRU6FCBbN161ZjzKnTjgMDA82XX35pjDGuv77mz59vIiMjzTfffGOMMSY7O9s0aNDAREZGmipVqpjo6Gjz1ltveWZiZRx1tR9qak/UFSWFwHWZW7t2rYmLizPff/+9W3u1atXMm2++aYwxZu/evaZjx47mxhtvNMb8sVYgPz/flCtXznVRvB07dphrr73W3HDDDa7rv8AzqKv9UFN7oq4oKQQuL5CWlub2/OjRo6Zx48Zm2rRpxphT6wI++eQT4+PjYz799FNXvyVLlpiaNWualStXGmO4Y/zlhrraDzW1J+qKkkDg8iKn/2r6/vvvTVhYmPn555/dXh8yZIipUaOGGTBggFmwYIFp06aNuf3227k68WWOutoPNbUn6opL4TCGi3t4i8LCQvn6+urZZ5/VmjVrtGjRIuXn58vf31+SVFBQoKlTp+rzzz/Xzz//rHbt2umll15SpUqVPDxynAt1tR9qak/UFZeCwOVlCgsL1bZtW/Xu3VtDhgxxtefl5bnObDl+/LjKlSvnul0ELn/U1X6oqT1RV1wsLgvhZVauXKmff/5Zd999twoKCjR27Fh16tRJW7dudfWpUKECb3QvQ13th5raE3XFxSJweYnTByIXLVqkhg0b6s0331TVqlU1ZcoU9ezZU02bNnX15Qan3oO62g81tSfqikvFV4peJCcnRzVr1tSRI0fUtGlTjR49Wl27dvX0sHCJqKv9UFN7oq64FAQuLzN58mRdf/31atGihaeHghJEXe2HmtoTdcXFInABAABYjDVcAAAAFiNwAQAAWIzABQAAYDECFwAAgMUIXAAAABYjcAEAAFiMwAUAAGAxAhcAr3f//ferW7dunh4GAJwVd9cEcFk7333pRo8erUmTJolrOAO4nBG4AFzWfvvtN9e/z5kzR6NGjVJaWpqrLTg4WMHBwZ4YGgAUG18pArisRUZGuh6hoaFyOBxubcHBwWd8pXjjjTdqyJAheuyxx1SpUiVFRETojTfeUHZ2tvr166eKFSvq6quv1qJFi9x+1pYtW9SpUycFBwcrIiJC9957rw4dOlTKMwZgRwQuALb09ttvKzw8XOvWrdOQIUP08MMPq2fPnmrdurU2bdqkDh066N5779WJEyckSUePHlX79u3VtGlTbdiwQYsXL1ZGRobuvPNOD88EgB0QuADYUpMmTfT000+rTp06GjlypMqVK6fw8HANGDBAderU0ahRo3T48GF99913kqTJkyeradOmeuGFF1S/fn01bdpU06dP1/Lly/Xjjz96eDYAvB1ruADY0rXXXuv6d19fX1WpUkWNGzd2tUVEREiSDhw4IEn69ttvtXz58iLXg+3cuVN169a1eMQA7IzABcCW/P393Z47HA63ttNnPzqdTknS8ePHdeutt2rs2LFn7Kt69eoWjhRAWUDgAgBJzZo107x58xQTEyM/P341AihZrOECAEmDBg3SkSNH1Lt3b61fv147d+7UkiVL1K9fPxUWFnp6eAC8HIELACRFRUVp1apVKiwsVIcOHdS4cWM99thjCgsLk48PvyoBXBqH4fLMAAAAluLPNgAAAIsRuAAAACxG4AIAALAYgQsAAMBiBC4AAACLEbgAAAAsRuACAACwGIELAADAYgQuAAAAixG4AAAALEbgAgAAsBiBCwAAwGL/B7rgux0w4Fd/AAAAAElFTkSuQmCC", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ "response = client.search_ts(\"__name__\", \"latency\", 0, int(time.time()))\n", "plot(response.text, \"Latency\")\n", "\n", @@ -268,7 +322,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 8, "id": "a0f051f0-e2bc-44e7-8dfb-bfd5bbd0fc9f", "metadata": {}, "outputs": [ @@ -276,9 +330,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "Results for normandy : [{\"time\":1686821979,\"fields\":{\"prompt\":\"In what country is Normandy located?\"},\"text\":\"In what country is Normandy located?\"},{\"time\":1686821982,\"fields\":{\"prompt_response\":\"\\n\\nNormandy is located in France.\"},\"text\":\"\\n\\nNormandy is located in France.\"},{\"time\":1686821984,\"fields\":{\"prompt_response\":\"\\n\\nThe Normans first settled in Normandy in the late 9th century.\"},\"text\":\"\\n\\nThe Normans first settled in Normandy in the late 9th century.\"},{\"time\":1686821993,\"fields\":{\"prompt\":\"Who gave their name to Normandy in the 1000's and 1100's\"},\"text\":\"Who gave their name to Normandy in the 1000's and 1100's\"},{\"time\":1686821997,\"fields\":{\"prompt_response\":\"\\n\\nThe Normans, a people from northern France, gave their name to Normandy in the 1000s and 1100s. The Normans were descended from Viking settlers who had come to the region in the late 800s.\"},\"text\":\"\\n\\nThe Normans, a people from northern France, gave their name to Normandy in the 1000s and 1100s. The Normans were descended from Viking settlers who had come to the region in the late 800s.\"}]\n", + "Results for normandy : [{\"time\":1696947743,\"fields\":{\"prompt_response\":\"\\n\\nThe Normans, a people from northern France, gave their name to Normandy in the 1000s and 1100s. The Normans were descendants of Vikings who had settled in the region in the late 800s.\"},\"text\":\"\\n\\nThe Normans, a people from northern France, gave their name to Normandy in the 1000s and 1100s. The Normans were descendants of Vikings who had settled in the region in the late 800s.\"},{\"time\":1696947740,\"fields\":{\"prompt\":\"Who gave their name to Normandy in the 1000's and 1100's\"},\"text\":\"Who gave their name to Normandy in the 1000's and 1100's\"},{\"time\":1696947733,\"fields\":{\"prompt_response\":\"\\n\\nThe Normans first settled in Normandy in the late 9th century.\"},\"text\":\"\\n\\nThe Normans first settled in Normandy in the late 9th century.\"},{\"time\":1696947732,\"fields\":{\"prompt_response\":\"\\n\\nNormandy is located in France.\"},\"text\":\"\\n\\nNormandy is located in France.\"},{\"time\":1696947731,\"fields\":{\"prompt\":\"In what country is Normandy located?\"},\"text\":\"In what country is Normandy located?\"}]\n", "===\n", - "Results for king charles III : [{\"time\":1686821998,\"fields\":{\"prompt\":\"Who did King Charles III swear fealty to?\"},\"text\":\"Who did King Charles III swear fealty to?\"},{\"time\":1686822000,\"fields\":{\"prompt_response\":\"\\n\\nKing Charles III swore fealty to Pope Innocent III.\"},\"text\":\"\\n\\nKing Charles III swore fealty to Pope Innocent III.\"}]\n" + "Results for king charles III : [{\"time\":1696947745,\"fields\":{\"prompt_response\":\"\\n\\nKing Charles III swore fealty to King Philip II of Spain.\"},\"text\":\"\\n\\nKing Charles III swore fealty to King Philip II of Spain.\"},{\"time\":1696947744,\"fields\":{\"prompt\":\"Who did King Charles III swear fealty to?\"},\"text\":\"Who did King Charles III swear fealty to?\"}]\n" ] } ], @@ -297,16 +351,163 @@ }, { "cell_type": "markdown", - "id": "4b171074-c775-48e0-a4b3-f550e2c8eccb", + "id": "32dc6598-e405-47a1-ac8c-5e41c4e1ff57", "metadata": {}, "source": [ - "## Stop infino server" + "# Example 2: Summarize a piece of text using ChatOpenAI" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "2cdca23e-4247-4876-aa6b-042cb7d3b126", + "metadata": {}, + "outputs": [], + "source": [ + "# Set your key here.\n", + "# os.environ[\"OPENAI_API_KEY\"] = \"YOUR_API_KEY\"\n", + "\n", + "from langchain.chat_models import ChatOpenAI\n", + "from langchain.document_loaders import WebBaseLoader\n", + "from langchain.chains.summarize import load_summarize_chain\n", + "\n", + "# Create callback handler. This logs latency, errors, token usage, prompts, as well as prompt responses to Infino.\n", + "handler = InfinoCallbackHandler(\n", + " model_id=\"test_chatopenai\", model_version=\"0.1\", verbose=False\n", + ")\n", + "\n", + "urls = [\"https://lilianweng.github.io/posts/2023-06-23-agent/\",\n", + " \"https://medium.com/lyft-engineering/lyftlearn-ml-model-training-infrastructure-built-on-kubernetes-aef8218842bb\",\n", + " \"https://blog.langchain.dev/week-of-10-2-langchain-release-notes/\"]\n", + "\n", + "for url in urls:\n", + " loader = WebBaseLoader(url)\n", + " docs = loader.load()\n", + "\n", + " llm = ChatOpenAI(temperature=0, model_name=\"gpt-3.5-turbo-16k\", callbacks=[handler])\n", + " chain = load_summarize_chain(llm, chain_type=\"stuff\", verbose=False)\n", + "\n", + " chain.run(docs)" + ] + }, + { + "cell_type": "markdown", + "id": "cafd7df7-c1f9-42ea-bb0e-dff623eac52c", + "metadata": {}, + "source": [ + "## Create Metric Charts" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "f1ef0b90-8d09-45c4-8b23-5fad5ba6d0d5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "response = client.search_ts(\"__name__\", \"latency\", 0, int(time.time()))\n", + "plot(response.text, \"Latency\")\n", + "\n", + "response = client.search_ts(\"__name__\", \"error\", 0, int(time.time()))\n", + "plot(response.text, \"Errors\")\n", + "\n", + "response = client.search_ts(\"__name__\", \"prompt_tokens\", 0, int(time.time()))\n", + "plot(response.text, \"Prompt Tokens\")\n", + "\n", + "response = client.search_ts(\"__name__\", \"completion_tokens\", 0, int(time.time()))\n", + "plot(response.text, \"Completion Tokens\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "2ee18e1e-46ab-4080-92e6-f13affb384ac", + "metadata": {}, + "outputs": [], + "source": [ + "## Full text query on prompt or prompt outputs" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "edcc9d45-563e-42dd-9a0a-75caa36775e8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "===\n" + ] + } + ], + "source": [ + "# Search for a particular prompt text.\n", + "query = \"machine learning\"\n", + "response = client.search_log(query, 0, int(time.time()))\n", + "\n", + "# The output can be verbose - uncomment below if it needs to be printed.\n", + "# print(\"Results for\", query, \":\", response.text)\n", + "\n", + "print(\"===\")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "ada8d518-ff99-4796-835d-9234b898e9c7", + "metadata": {}, + "outputs": [], + "source": [ + "## Stop Infino server" ] }, { "cell_type": "code", - "execution_count": 21, - "id": "147663cb-b88f-4cfb-9726-7231dbec7cc1", + "execution_count": 14, + "id": "1566f92f-29f5-499e-996a-86b0de4e4456", "metadata": {}, "outputs": [ { @@ -324,7 +525,7 @@ { "cell_type": "code", "execution_count": null, - "id": "86f36c49-53a3-460d-b74b-995cda7726b3", + "id": "1b16dc8d-e60b-4195-a0bd-72ef4e0b6b83", "metadata": {}, "outputs": [], "source": [] @@ -346,7 +547,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.3" + "version": "3.10.11" } }, "nbformat": 4, diff --git a/libs/langchain/langchain/callbacks/infino_callback.py b/libs/langchain/langchain/callbacks/infino_callback.py index fa1cfdc7a9..8d54f08037 100644 --- a/libs/langchain/langchain/callbacks/infino_callback.py +++ b/libs/langchain/langchain/callbacks/infino_callback.py @@ -3,6 +3,7 @@ from typing import Any, Dict, List, Optional from langchain.callbacks.base import BaseCallbackHandler from langchain.schema import AgentAction, AgentFinish, LLMResult +from langchain.schema.messages import BaseMessage def import_infino() -> Any: @@ -18,6 +19,32 @@ def import_infino() -> Any: return InfinoClient() +def import_tiktoken() -> Any: + """Import tiktoken for counting tokens for OpenAI models.""" + try: + import tiktoken + except ImportError: + raise ImportError( + "To use the ChatOpenAI model with Infino callback manager, you need to " + "have the `tiktoken` python package installed." + "Please install it with `pip install tiktoken`" + ) + return tiktoken + + +def get_num_tokens(string: str, openai_model_name: str) -> int: + """Calculate num tokens for OpenAI with tiktoken package. + + Official documentation: https://github.com/openai/openai-cookbook/blob/main + /examples/How_to_count_tokens_with_tiktoken.ipynb + """ + tiktoken = import_tiktoken() + + encoding = tiktoken.encoding_for_model(openai_model_name) + num_tokens = len(encoding.encode(string)) + return num_tokens + + class InfinoCallbackHandler(BaseCallbackHandler): """Callback Handler that logs to Infino.""" @@ -32,6 +59,8 @@ class InfinoCallbackHandler(BaseCallbackHandler): self.model_id = model_id self.model_version = model_version self.verbose = verbose + self.is_chat_openai_model = False + self.chat_openai_model_name = "gpt-3.5-turbo" def _send_to_infino( self, @@ -97,7 +126,12 @@ class InfinoCallbackHandler(BaseCallbackHandler): # Track success or error flag. self._send_to_infino("error", self.error) - # Track token usage. + # Track prompt response. + for generations in response.generations: + for generation in generations: + self._send_to_infino("prompt_response", generation.text, is_ts=False) + + # Track token usage (for non-chat models). if (response.llm_output is not None) and isinstance(response.llm_output, Dict): token_usage = response.llm_output["token_usage"] if token_usage is not None: @@ -108,10 +142,16 @@ class InfinoCallbackHandler(BaseCallbackHandler): self._send_to_infino("total_tokens", total_tokens) self._send_to_infino("completion_tokens", completion_tokens) - # Track prompt response. - for generations in response.generations: - for generation in generations: - self._send_to_infino("prompt_response", generation.text, is_ts=False) + # Track completion token usage (for openai chat models). + if self.is_chat_openai_model: + messages = " ".join( + generation.message.content # type: ignore[attr-defined] + for generation in generations + ) + completion_tokens = get_num_tokens( + messages, openai_model_name=self.chat_openai_model_name + ) + self._send_to_infino("completion_tokens", completion_tokens) def on_llm_error(self, error: BaseException, **kwargs: Any) -> None: """Set the error flag.""" @@ -165,3 +205,57 @@ class InfinoCallbackHandler(BaseCallbackHandler): def on_agent_finish(self, finish: AgentFinish, **kwargs: Any) -> None: """Do nothing.""" pass + + def on_chat_model_start( + self, + serialized: Dict[str, Any], + messages: List[List[BaseMessage]], + **kwargs: Any, + ) -> None: + """Run when LLM starts running.""" + + # Currently, for chat models, we only support input prompts for ChatOpenAI. + # Check if this model is a ChatOpenAI model. + values = serialized.get("id") + if values: + for value in values: + if value == "ChatOpenAI": + self.is_chat_openai_model = True + break + + # Track prompt tokens for ChatOpenAI model. + if self.is_chat_openai_model: + invocation_params = kwargs.get("invocation_params") + if invocation_params: + model_name = invocation_params.get("model_name") + if model_name: + self.chat_openai_model_name = model_name + prompt_tokens = 0 + for message_list in messages: + message_string = " ".join(msg.content for msg in message_list) + num_tokens = get_num_tokens( + message_string, + openai_model_name=self.chat_openai_model_name, + ) + prompt_tokens += num_tokens + + self._send_to_infino("prompt_tokens", prompt_tokens) + + if self.verbose: + print( + f"on_chat_model_start: is_chat_openai_model= \ + {self.is_chat_openai_model}, \ + chat_openai_model_name={self.chat_openai_model_name}" + ) + + # Send the prompt to infino + prompt = " ".join(msg.content for sublist in messages for msg in sublist) + self._send_to_infino("prompt", prompt, is_ts=False) + + # Set the error flag to indicate no error (this will get overridden + # in on_llm_error if an error occurs). + self.error = 0 + + # Set the start time (so that we can calculate the request + # duration in on_llm_end). + self.start_time = time.time()