From 7b023eba1a11112dfe461b313a3e47a9c5a82423 Mon Sep 17 00:00:00 2001 From: TBunkley <104649250+TBunkley@users.noreply.github.com> Date: Sun, 21 Apr 2024 22:29:17 -0500 Subject: [PATCH 1/3] Added import os the next notebook step fails when this import is missing. --- 09-BingChatClone.ipynb | 1 + 1 file changed, 1 insertion(+) diff --git a/09-BingChatClone.ipynb b/09-BingChatClone.ipynb index f0286e3a..6f10a125 100644 --- a/09-BingChatClone.ipynb +++ b/09-BingChatClone.ipynb @@ -40,6 +40,7 @@ } ], "source": [ + "import os\n" "import requests\n", "from typing import Dict, List, Optional, Type\n", "import asyncio\n", From a9223e5b54c880b8d1a9200128f0b6d36580c358 Mon Sep 17 00:00:00 2001 From: TBunkley <104649250+TBunkley@users.noreply.github.com> Date: Sun, 21 Apr 2024 22:30:25 -0500 Subject: [PATCH 2/3] typo fix --- 09-BingChatClone.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/09-BingChatClone.ipynb b/09-BingChatClone.ipynb index 6f10a125..83d654c2 100644 --- a/09-BingChatClone.ipynb +++ b/09-BingChatClone.ipynb @@ -40,7 +40,7 @@ } ], "source": [ - "import os\n" + "import os\n", "import requests\n", "from typing import Dict, List, Optional, Type\n", "import asyncio\n", From 2fd6db3a16ac5a79a506d9e3a68ab55207bed236 Mon Sep 17 00:00:00 2001 From: TBunkley <104649250+TBunkley@users.noreply.github.com> Date: Mon, 22 Apr 2024 16:39:48 +0000 Subject: [PATCH 3/3] Added versioned dev container and added mssql 17 support script for dev container --- .devcontainer/devcontainer.json | 2 +- 08-SQLDB_QA.ipynb | 258 ++++++++------------------ download_odbc_driver_dev_container.sh | 15 ++ 3 files changed, 94 insertions(+), 181 deletions(-) create mode 100755 download_odbc_driver_dev_container.sh diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json index 0105dfb3..5482b00b 100644 --- a/.devcontainer/devcontainer.json +++ b/.devcontainer/devcontainer.json @@ -3,7 +3,7 @@ { "name": "Python 3", // Or use a Dockerfile or Docker Compose file. More info: https://containers.dev/guide/dockerfile - "image": "mcr.microsoft.com/devcontainers/python:0-3.10", + "image": "mcr.microsoft.com/devcontainers/python:0-3.10-bullseye", // Features to add to the dev container. More info: https://containers.dev/features. // "features": {}, diff --git a/08-SQLDB_QA.ipynb b/08-SQLDB_QA.ipynb index 17606c77..f207ed87 100644 --- a/08-SQLDB_QA.ipynb +++ b/08-SQLDB_QA.ipynb @@ -23,9 +23,11 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "c1fb79a3-4856-4721-988c-112813690a90", - "metadata": {}, + "metadata": { + "metadata": {} + }, "outputs": [], "source": [ "import os\n", @@ -51,9 +53,11 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "258a6e99-2d4f-4147-b8ee-c64c85296181", - "metadata": {}, + "metadata": { + "metadata": {} + }, "outputs": [], "source": [ "# Set the ENV variables that Langchain needs to connect to Azure OpenAI\n", @@ -65,7 +69,27 @@ "id": "1e8e0b32-a6b5-4b1c-943d-e57b737213fa", "metadata": {}, "source": [ - "# Install MS SQL DB driver in your machine" + "# Install MS SQL DB driver in your machine\n", + "\n", + "Use `lsb_release -a` to verify OS version details" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9a353df6-0966-4e43-a914-6a2856eb140a", + "metadata": {}, + "outputs": [], + "source": [ + "!lsb_release -a" + ] + }, + { + "cell_type": "markdown", + "id": "8112882c", + "metadata": {}, + "source": [ + "## Using AML Instance" ] }, { @@ -75,12 +99,12 @@ "source": [ "\n", "You might need the driver installed in order to talk to the SQL DB, so run the below cell once. Then restart the kernel and continue
\n", - "[Reference](https://learn.microsoft.com/en-us/sql/connect/odbc/linux-mac/installing-the-microsoft-odbc-driver-for-sql-server?view=sql-server-ver16&tabs=ubuntu18-install%2Calpine17-install%2Cdebian8-install%2Credhat7-13-install%2Crhel7-offline)" + "[Microsoft Learn Reference](https://learn.microsoft.com/en-us/sql/connect/odbc/linux-mac/installing-the-microsoft-odbc-driver-for-sql-server?view=sql-server-ver16&tabs=ubuntu18-install%2Calpine17-install%2Cdebian8-install%2Credhat7-13-install%2Crhel7-offline)" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "65fbffc7-e149-4eb3-a4db-9f114b06f205", "metadata": {}, "outputs": [], @@ -88,6 +112,30 @@ "# !sudo ./download_odbc_driver.sh" ] }, + { + "cell_type": "markdown", + "id": "357bca72", + "metadata": {}, + "source": [ + "## Using Dev Container\n", + "\n", + "You might need the driver installed in order to talk to the SQL DB, so run the below cell once. Then restart the kernel and continue
\n", + "[Microsoft Learn Reference](https://learn.microsoft.com/en-us/sql/connect/odbc/linux-mac/installing-the-microsoft-odbc-driver-for-sql-server?view=sql-server-ver16&tabs=ubuntu18-install%2Cdebian17-install%2Cdebian8-install%2Credhat7-13-install%2Crhel7-offline#17)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "59c04434", + "metadata": { + "metadata": {} + }, + "outputs": [], + "source": [ + "!chmod +x ./download_odbc_driver_dev_container.sh\n", + "!./download_odbc_driver_dev_container.sh" + ] + }, { "cell_type": "markdown", "id": "35e30fa1-877d-4d3b-80b0-e17459c1e4f4", @@ -107,19 +155,12 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "26739d89-e075-4098-ab38-92cccf9f9425", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Connection successful!\n", - "('Microsoft SQL Azure (RTM) - 12.0.2000.8 \\n\\tFeb 2 2024 04:20:23 \\n\\tCopyright (C) 2022 Microsoft Corporation\\n',)\n" - ] - } - ], + "metadata": { + "metadata": {} + }, + "outputs": [], "source": [ "from sqlalchemy import create_engine, text\n", "from sqlalchemy.engine import URL\n", @@ -156,20 +197,12 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "acaf202c-33a1-4105-b506-c26f2080c1d8", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(pyodbc.ProgrammingError) ('42S01', \"[42S01] [Microsoft][ODBC Driver 17 for SQL Server][SQL Server]There is already an object named 'covidtracking' in the database. (2714) (SQLExecDirectW)\")\n", - "[SQL: CREATE TABLE covidtracking (date VARCHAR(MAX), state VARCHAR(MAX), death FLOAT, deathConfirmed FLOAT, deathIncrease INT, deathProbable FLOAT, hospitalized FLOAT, hospitalizedCumulative FLOAT, hospitalizedCurrently FLOAT, hospitalizedIncrease INT, inIcuCumulative FLOAT, inIcuCurrently FLOAT, negative FLOAT, negativeIncrease INT, negativeTestsAntibody FLOAT, negativeTestsPeopleAntibody FLOAT, negativeTestsViral FLOAT, onVentilatorCumulative FLOAT, onVentilatorCurrently FLOAT, positive FLOAT, positiveCasesViral FLOAT, positiveIncrease INT, positiveScore INT, positiveTestsAntibody FLOAT, positiveTestsAntigen FLOAT, positiveTestsPeopleAntibody FLOAT, positiveTestsPeopleAntigen FLOAT, positiveTestsViral FLOAT, recovered FLOAT, totalTestEncountersViral FLOAT, totalTestEncountersViralIncrease INT, totalTestResults FLOAT, totalTestResultsIncrease INT, totalTestsAntibody FLOAT, totalTestsAntigen FLOAT, totalTestsPeopleAntibody FLOAT, totalTestsPeopleAntigen FLOAT, totalTestsPeopleViral FLOAT, totalTestsPeopleViralIncrease INT, totalTestsViral FLOAT, totalTestsViralIncrease INT)]\n", - "(Background on this error at: https://sqlalche.me/e/20/f405)\n" - ] - } - ], + "metadata": { + "metadata": {} + }, + "outputs": [], "source": [ "# Read CSV file into a pandas dataframe\n", "csv_path = \"./data/all-states-history.csv\"\n", @@ -235,7 +268,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "7faef3c0-8166-4f3b-a5e3-d30acfd65fd3", "metadata": {}, "outputs": [], @@ -245,7 +278,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "id": "6cbe650c-9e0a-4209-9595-de13f2f1ee0a", "metadata": {}, "outputs": [], @@ -256,7 +289,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "ae80c022-415e-40d1-b205-1744a3164d70", "metadata": {}, "outputs": [], @@ -299,7 +332,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "2b51fb36-68b5-4770-b5f1-c042a08e0a0f", "metadata": {}, "outputs": [], @@ -319,24 +352,10 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "21c6c6f5-4a14-403f-a1d0-fe6b0c34a563", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[QuerySQLDataBaseTool(description=\"Input to this tool is a detailed and correct SQL query, output is a result from the database. If the query is not correct, an error message will be returned. If an error is returned, rewrite the query, check the query, and try again. If you encounter an issue with Unknown column 'xxxx' in 'field list', use sql_db_schema to query the correct table fields.\", db=),\n", - " InfoSQLDatabaseTool(description='Input to this tool is a comma-separated list of tables, output is the schema and sample rows for those tables. Be sure that the tables actually exist by calling sql_db_list_tables first! Example Input: table1, table2, table3', db=),\n", - " ListSQLDatabaseTool(db=),\n", - " QuerySQLCheckerTool(description='Use this tool to double check if your query is correct before executing it. Always use this tool before executing a query with sql_db_query!', db=, llm=AzureChatOpenAI(client=, async_client=, temperature=0.5, openai_api_key=SecretStr('**********'), openai_proxy='', max_tokens=2000, azure_endpoint='https://gios-opeain-australia.openai.azure.com/', deployment_name='gpt-35-turbo-1106', openai_api_version='2023-12-01-preview', openai_api_type='azure'), llm_chain=LLMChain(prompt=PromptTemplate(input_variables=['dialect', 'query'], template='\\n{query}\\nDouble check the {dialect} query above for common mistakes, including:\\n- Using NOT IN with NULL values\\n- Using UNION when UNION ALL should have been used\\n- Using BETWEEN for exclusive ranges\\n- Data type mismatch in predicates\\n- Properly quoting identifiers\\n- Using the correct number of arguments for functions\\n- Casting to the correct data type\\n- Using the proper columns for joins\\n\\nIf there are any of the above mistakes, rewrite the query. If there are no mistakes, just reproduce the original query.\\n\\nOutput the final SQL query only.\\n\\nSQL Query: '), llm=AzureChatOpenAI(client=, async_client=, temperature=0.5, openai_api_key=SecretStr('**********'), openai_proxy='', max_tokens=2000, azure_endpoint='https://gios-opeain-australia.openai.azure.com/', deployment_name='gpt-35-turbo-1106', openai_api_version='2023-12-01-preview', openai_api_type='azure')))]" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# As we know by now, Agents use expert/tools. Let's see which are the tools for this SQL Agent\n", "agent_executor.tools" @@ -344,104 +363,10 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "id": "6d7bb8cf-8661-4174-8185-c64b4b20670d", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "\n", - "\u001b[1m> Entering new SQL Agent Executor chain...\u001b[0m\n", - "\u001b[32;1m\u001b[1;3m\n", - "Invoking: `sql_db_list_tables` with `{'tool_input': ''}`\n", - "\n", - "\n", - "\u001b[0m\u001b[38;5;200m\u001b[1;3mcovidtracking\u001b[0m\u001b[32;1m\u001b[1;3m\n", - "Invoking: `sql_db_schema` with `{'table_names': 'covidtracking'}`\n", - "\n", - "\n", - "\u001b[0m\u001b[33;1m\u001b[1;3m\n", - "CREATE TABLE covidtracking (\n", - "\tdate VARCHAR(max) COLLATE SQL_Latin1_General_CP1_CI_AS NULL, \n", - "\tstate VARCHAR(max) COLLATE SQL_Latin1_General_CP1_CI_AS NULL, \n", - "\tdeath FLOAT(53) NULL, \n", - "\t[deathConfirmed] FLOAT(53) NULL, \n", - "\t[deathIncrease] BIGINT NULL, \n", - "\t[deathProbable] FLOAT(53) NULL, \n", - "\thospitalized FLOAT(53) NULL, \n", - "\t[hospitalizedCumulative] FLOAT(53) NULL, \n", - "\t[hospitalizedCurrently] FLOAT(53) NULL, \n", - "\t[hospitalizedIncrease] BIGINT NULL, \n", - "\t[inIcuCumulative] FLOAT(53) NULL, \n", - "\t[inIcuCurrently] FLOAT(53) NULL, \n", - "\tnegative FLOAT(53) NULL, \n", - "\t[negativeIncrease] BIGINT NULL, \n", - "\t[negativeTestsAntibody] FLOAT(53) NULL, \n", - "\t[negativeTestsPeopleAntibody] FLOAT(53) NULL, \n", - "\t[negativeTestsViral] FLOAT(53) NULL, \n", - "\t[onVentilatorCumulative] FLOAT(53) NULL, \n", - "\t[onVentilatorCurrently] FLOAT(53) NULL, \n", - "\tpositive FLOAT(53) NULL, \n", - "\t[positiveCasesViral] FLOAT(53) NULL, \n", - "\t[positiveIncrease] BIGINT NULL, \n", - "\t[positiveScore] BIGINT NULL, \n", - "\t[positiveTestsAntibody] FLOAT(53) NULL, \n", - "\t[positiveTestsAntigen] FLOAT(53) NULL, \n", - "\t[positiveTestsPeopleAntibody] FLOAT(53) NULL, \n", - "\t[positiveTestsPeopleAntigen] FLOAT(53) NULL, \n", - "\t[positiveTestsViral] FLOAT(53) NULL, \n", - "\trecovered FLOAT(53) NULL, \n", - "\t[totalTestEncountersViral] FLOAT(53) NULL, \n", - "\t[totalTestEncountersViralIncrease] BIGINT NULL, \n", - "\t[totalTestResults] FLOAT(53) NULL, \n", - "\t[totalTestResultsIncrease] BIGINT NULL, \n", - "\t[totalTestsAntibody] FLOAT(53) NULL, \n", - "\t[totalTestsAntigen] FLOAT(53) NULL, \n", - "\t[totalTestsPeopleAntibody] FLOAT(53) NULL, \n", - "\t[totalTestsPeopleAntigen] FLOAT(53) NULL, \n", - "\t[totalTestsPeopleViral] FLOAT(53) NULL, \n", - "\t[totalTestsPeopleViralIncrease] BIGINT NULL, \n", - "\t[totalTestsViral] FLOAT(53) NULL, \n", - "\t[totalTestsViralIncrease] BIGINT NULL\n", - ")\n", - "\n", - "/*\n", - "3 rows from covidtracking table:\n", - "date\tstate\tdeath\tdeathConfirmed\tdeathIncrease\tdeathProbable\thospitalized\thospitalizedCumulative\thospitalizedCurrently\thospitalizedIncrease\tinIcuCumulative\tinIcuCurrently\tnegative\tnegativeIncrease\tnegativeTestsAntibody\tnegativeTestsPeopleAntibody\tnegativeTestsViral\tonVentilatorCumulative\tonVentilatorCurrently\tpositive\tpositiveCasesViral\tpositiveIncrease\tpositiveScore\tpositiveTestsAntibody\tpositiveTestsAntigen\tpositiveTestsPeopleAntibody\tpositiveTestsPeopleAntigen\tpositiveTestsViral\trecovered\ttotalTestEncountersViral\ttotalTestEncountersViralIncrease\ttotalTestResults\ttotalTestResultsIncrease\ttotalTestsAntibody\ttotalTestsAntigen\ttotalTestsPeopleAntibody\ttotalTestsPeopleAntigen\ttotalTestsPeopleViral\ttotalTestsPeopleViralIncrease\ttotalTestsViral\ttotalTestsViralIncrease\n", - "2021-03-07\tAK\t305.0\t0.0\t0\t0.0\t1293.0\t1293.0\t33.0\t0\t0.0\t0.0\t0.0\t0\t0.0\t0.0\t1660758.0\t0.0\t2.0\t56886.0\t0.0\t0\t0\t0.0\t0.0\t0.0\t0.0\t68693.0\t0.0\t0.0\t0\t1731628.0\t0\t0.0\t0.0\t0.0\t0.0\t0.0\t0\t1731628.0\t0\n", - "2021-03-07\tAL\t10148.0\t7963.0\t-1\t2185.0\t45976.0\t45976.0\t494.0\t0\t2676.0\t0.0\t1931711.0\t2087\t0.0\t0.0\t0.0\t1515.0\t0.0\t499819.0\t392077.0\t408\t0\t0.0\t0.0\t0.0\t0.0\t0.0\t295690.0\t0.0\t0\t2323788.0\t2347\t0.0\t0.0\t119757.0\t0.0\t2323788.0\t2347\t0.0\t0\n", - "2021-03-07\tAR\t5319.0\t4308.0\t22\t1011.0\t14926.0\t14926.0\t335.0\t11\t0.0\t141.0\t2480716.0\t3267\t0.0\t0.0\t2480716.0\t1533.0\t65.0\t324818.0\t255726.0\t165\t0\t0.0\t0.0\t0.0\t81803.0\t0.0\t315517.0\t0.0\t0\t2736442.0\t3380\t0.0\t0.0\t0.0\t481311.0\t0.0\t0\t2736442.0\t3380\n", - "*/\u001b[0m\u001b[32;1m\u001b[1;3m\n", - "Invoking: `sql_db_query` with `{'query': \"SELECT SUM(hospitalizedIncrease) AS Texas_hospitalized_July_2020 FROM covidtracking WHERE state = 'TX' AND date LIKE '2020-07%'\"}`\n", - "\n", - "\n", - "\u001b[0m\u001b[36;1m\u001b[1;3m[(0,)]\u001b[0m\u001b[32;1m\u001b[1;3m\n", - "Invoking: `sql_db_query` with `{'query': \"SELECT SUM(hospitalizedIncrease) AS Nationwide_hospitalized_July_2020 FROM covidtracking WHERE date LIKE '2020-07%'\"}`\n", - "\n", - "\n", - "\u001b[0m\u001b[36;1m\u001b[1;3m[(63105,)]\u001b[0m\u001b[32;1m\u001b[1;3mThe number of patients hospitalized in Texas during July 2020 was 0.\n", - "The nationwide total of all states hospitalized during July 2020 was 63105.\n", - "\n", - "Explanation:\n", - "- To find the number of patients hospitalized in Texas during July 2020, I used the SQL query:\n", - " ```sql\n", - " SELECT SUM(hospitalizedIncrease) AS Texas_hospitalized_July_2020 FROM covidtracking WHERE state = 'TX' AND date LIKE '2020-07%'\n", - " ```\n", - " This query sums the `hospitalizedIncrease` column for Texas where the date starts with '2020-07', but it returned 0, which might indicate that there were no hospitalizations recorded for Texas in July 2020.\n", - " \n", - "- To find the nationwide total of all states hospitalized during July 2020, I used the SQL query:\n", - " ```sql\n", - " SELECT SUM(hospitalizedIncrease) AS Nationwide_hospitalized_July_2020 FROM covidtracking WHERE date LIKE '2020-07%'\n", - " ```\n", - " This query sums the `hospitalizedIncrease` column for all states where the date starts with '2020-07', resulting in a nationwide total of 63105 hospitalizations.\u001b[0m\n", - "\n", - "\u001b[1m> Finished chain.\u001b[0m\n" - ] - } - ], + "outputs": [], "source": [ "try:\n", " response = agent_executor.invoke(QUESTION) \n", @@ -451,37 +376,10 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "id": "f23d2135-2199-474e-ae83-455aefc9b93b", "metadata": {}, - "outputs": [ - { - "data": { - "text/markdown": [ - "The number of patients hospitalized in Texas during July 2020 was 0.\n", - "The nationwide total of all states hospitalized during July 2020 was 63105.\n", - "\n", - "Explanation:\n", - "- To find the number of patients hospitalized in Texas during July 2020, I used the SQL query:\n", - " ```sql\n", - " SELECT SUM(hospitalizedIncrease) AS Texas_hospitalized_July_2020 FROM covidtracking WHERE state = 'TX' AND date LIKE '2020-07%'\n", - " ```\n", - " This query sums the `hospitalizedIncrease` column for Texas where the date starts with '2020-07', but it returned 0, which might indicate that there were no hospitalizations recorded for Texas in July 2020.\n", - " \n", - "- To find the nationwide total of all states hospitalized during July 2020, I used the SQL query:\n", - " ```sql\n", - " SELECT SUM(hospitalizedIncrease) AS Nationwide_hospitalized_July_2020 FROM covidtracking WHERE date LIKE '2020-07%'\n", - " ```\n", - " This query sums the `hospitalizedIncrease` column for all states where the date starts with '2020-07', resulting in a nationwide total of 63105 hospitalizations." - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "printmd(response[\"output\"])" ] @@ -535,9 +433,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3.10 - SDK v2", + "display_name": "Python 3", "language": "python", - "name": "python310-sdkv2" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -549,7 +447,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.11" + "version": "3.10.12" } }, "nbformat": 4, diff --git a/download_odbc_driver_dev_container.sh b/download_odbc_driver_dev_container.sh new file mode 100755 index 00000000..197ae197 --- /dev/null +++ b/download_odbc_driver_dev_container.sh @@ -0,0 +1,15 @@ +curl https://packages.microsoft.com/keys/microsoft.asc | sudo tee /etc/apt/trusted.gpg.d/microsoft.asc + +#Debian 11 +curl https://packages.microsoft.com/config/debian/11/prod.list | sudo tee /etc/apt/sources.list.d/mssql-release.list + +sudo apt-get update +sudo ACCEPT_EULA=Y apt-get install -y msodbcsql17 +# optional: for bcp and sqlcmd +sudo ACCEPT_EULA=Y apt-get install -y mssql-tools +echo 'export PATH="$PATH:/opt/mssql-tools/bin"' >> ~/.bashrc +source ~/.bashrc +# optional: for unixODBC development headers +sudo apt-get install -y unixodbc-dev +# optional: kerberos library for debian-slim distributions +sudo apt-get install -y libgssapi-krb5-2 \ No newline at end of file