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"import pandas as pd\n", "from peft import LoraConfig, AutoPeftModelForCausalLM, PeftModel, get_peft_model\n", "import sqlparse\n", "import bitsandbytes as bnb\n", "import os\n", "from huggingface_hub import hf_hub_download\n", "from huggingface_hub import HfFileSystem\n", "import re\n", "import json" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "s7RtbLxPwTx2", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "43d5ff02-3e33-439c-e3a9-c18ce99d237d" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Mounted at /content/drive\n" ] } ], "source": [ "# from google.colab import drive\n", "# from google.colab import userdata\n", "# drive.mount('/content/drive')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "basaX_55Yf_D" }, "outputs": [], "source": [ "#transformers.logging.set_verbosity_info()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "bkkjgGdlrNcq" }, "outputs": [], "source": [ "WRITE_TOKEN = userdata.get('hf_write')\n", "READ_TOKEN = userdata.get('hf_read')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "7CKnwlRfZj4V" }, "outputs": [], "source": [ "model_name = \"TinyLlama/TinyLlama-1.1B-Chat-v1.0\"\n", "out_name = \"lleticiasilvaa/TinyLlama-1.1B-Chat-SchemaLinking-v1\"\n", "prev_checkpoint = \"checkpoint-5000\"" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "9zs7nCmt-pMC" }, "outputs": [], "source": [ "#!huggingface-cli login" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "PZdnxs8k-Cgl" }, "outputs": [], "source": [ "bird_id=\"NESPED-GEN/bird\"\n", "spider_id=\"NESPED-GEN/spider\"\n", "\n", "selector_id = \"NESPED-GEN/selector_testes\"" ] }, { "cell_type": "markdown", "metadata": { "id": "xT2iRdCN_MFH" }, "source": [ "### Load Data\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "lLKgY40efdJo" }, "outputs": [], "source": [ "# bird = load_dataset(bird_id, split=\"train\").to_pandas()\n", "# spider = load_dataset(spider_id, split=\"train\").to_pandas()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "D3d_091Ud0BG" }, "outputs": [], "source": [ "# df = pd.concat([spider, bird], axis=0)\n", "# df = df.fillna('')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "niRTjA1tQIWr" }, "outputs": [], "source": [ "# df.reset_index(drop=True, inplace=True)" ] }, { "cell_type": "code", "source": [ "df = load_dataset(selector_id, split=\"trainSpider\").to_pandas()" ], "metadata": { "id": "LeL7EfmQVyBt", "colab": { "base_uri": "https://localhost:8080/", "referenced_widgets": [ "429a59d16b7542688903eeb2aff493a3", "dd788f02bd4445cfa28f8286bf439524", "0f50e3bb926a4b6dabf7426b131bddda", "8d09861c66cc4eccb3729013fcbe8d93", "e508e2655c114923b49e6ee553319bae", "6114c450ae0346aaade2f204a2ae167a", "66f261bee7e8483c877c7bf04cd2ecdc", "d1914810246447abaa0d8d0b12114b6b", "3ae02ddc8ad641cc94d0c1d5c3c7b3f2", "68768902902047fe9839e48ee51619c3", "d7f409b044d64177b06f3315929ef716", "25017a5635394842b6cefbdf0c1c3000", "8942bf5dae0a49149a6dee9cc5c851ec", "d3d0bfa5258948419afa2e2b665caf97", "2e1973a99c74456e96b5a2b39ab1b503", "154d0f6a08614876809fb43121a86035", "c0dac1edbae54a70bc8afceb8dbd08df", "35c69a79a6434d419ebd9fef4a99582c", "b9e40804e7aa40d583a8f86c29daac3b", "6209432ba23748ed8675ec4ad03ec45c", "9a3e8b078a1b473387d3826e4bbf96a9", "5c2225e347144af39993f24c520b9f66", "1b28002cb69a4eb3bac1b6edca047b40", "15a21d9b8f1d48eea283cbf92d026aa0", "43d4eecaf04848fd999adcf4cae3a9dd", "18b16ecd1d2d4cef9f21137b2cc9ce33", "32eee5a2e2e74e9798c102b01ec73569", "ab5152b752e64e9a9d44082aae01616f", "8bdd8990aa1143e49fa32552ee801620", "27085d0a3fe04bdb91e35052fef5414c", "acbed9119e4a40638eeb2ff642d69829", "998ac97df8184620a00bc7a3b1a78eca", "a573fd2eff9a4272963dd3b92fe1c2e5", "916454d677484c3582998db8b0fbe0f2", "25cb68f18a814fe797bc7cfa1017992f", 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"dd45e353260847b19319238d74f9fa69", "d9d64d0754414fa5849b3a468e2eff48", "bfaf88b229d74b5dbec22942a04d1589", "e75340e3442f4bd7883d90431debd73e", "df970712d4dd4c9d9079fbc9f144a22e", "349df86cfd7a4b7e9b1dc7fa25267330", "638d820fac5c415f8df865302467281c", "2b158e1e31b840b8b69598c4c89e24e6", "e3110d189c4d47b78b72c1d5c3c39fa8", "02889cd1d584424b8ed7e6c3e0115cae", "24c7bb51c2b24804b523abb2d926671c", "3a0a593589bf4e0caaab2022f4d67bef", "f637aa64d8934c71920fa16dbfa0bca4", "9991ee59d1c94348998b6b7b22e402c6", "568a6ec691e64ef8ad4f2842556f7196" ] }, "outputId": "72f38ba8-1d64-4e08-a4b1-d16dfe8b390e" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "/usr/local/lib/python3.10/dist-packages/huggingface_hub/utils/_token.py:89: UserWarning: \n", "The secret `HF_TOKEN` does not exist in your Colab secrets.\n", "To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n", "You will be able to reuse this secret in all of your notebooks.\n", "Please note that authentication is recommended but still optional to access public models or datasets.\n", " warnings.warn(\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "README.md: 0%| | 0.00/1.23k [00:00 56 \n", "1 SELECT name , born_state , age FROM head ORD... \n", "2 SELECT creation , name , budget_in_billions ... \n", "3 SELECT max(budget_in_billions) , min(budget_i... \n", "4 SELECT avg(num_employees) FROM department WHER... \n", "\n", " selector \\\n", "0 {\\n 'head': ['head_id', 'age']\\n} \n", "1 {\\n 'head': ['head_id', 'name', 'born_state',... \n", "2 {\\n 'department': ['department_id', 'name', '... \n", "3 {\\n 'department': ['department_id', 'budget_i... \n", "4 {\\n 'department': ['department_id', 'ranking'... \n", "\n", " schema_llm_ct \\\n", "0 CREATE TABLE department (\\n department.Depa... \n", "1 CREATE TABLE department (\\n department.Depa... \n", "2 CREATE TABLE department (\\n department.Depa... \n", "3 CREATE TABLE department (\\n department.Depa... \n", "4 CREATE TABLE department (\\n department.Depa... \n", "\n", " schema_llm_columns_min \\\n", "0 Table department (\\n department.department_... \n", "1 Table department (\\n department.department_... \n", "2 Table department (\\n department.department_... \n", "3 Table department (\\n department.department_... \n", "4 Table department (\\n department.department_... \n", "\n", " schema_llm_columns_min_ct \\\n", "0 CREATE TABLE department (\\n department.depa... \n", "1 CREATE TABLE department (\\n department.depa... \n", "2 CREATE TABLE department (\\n department.depa... \n", "3 CREATE TABLE department (\\n department.depa... \n", "4 CREATE TABLE department (\\n department.depa... \n", "\n", " schema_llm_all_min \\\n", "0 Table department (\\n department.department_... \n", "1 Table department (\\n department.department_... \n", "2 Table department (\\n department.department_... \n", "3 Table department (\\n department.department_... \n", "4 Table department (\\n department.department_... \n", "\n", " schema_llm_all_min_ct \\\n", "0 CREATE TABLE department (\\n department.depa... \n", "1 CREATE TABLE department (\\n department.depa... \n", "2 CREATE TABLE department (\\n department.depa... \n", "3 CREATE TABLE department (\\n department.depa... \n", "4 CREATE TABLE department (\\n department.depa... \n", "\n", " schema_dict \\\n", "0 {\\n 'department': ['Department_ID', 'Name', '... \n", "1 {\\n 'department': ['Department_ID', 'Name', '... \n", "2 {\\n 'department': ['Department_ID', 'Name', '... \n", "3 {\\n 'department': ['Department_ID', 'Name', '... \n", "4 {\\n 'department': ['Department_ID', 'Name', '... \n", "\n", " selector_correct \\\n", "0 {\\n 'head': ['head_ID', 'age']\\n} \n", "1 {\\n 'head': ['head_ID', 'name', 'born_state',... \n", "2 {\\n 'department': ['Department_ID', 'Name', '... \n", "3 {\\n 'department': ['Department_ID', 'Budget_i... \n", "4 {\\n 'department': ['Department_ID', 'Ranking'... \n", "\n", " schema_llm_t \\\n", "0 TABLE department (\\n department.Department_... \n", "1 TABLE department (\\n department.Department_... \n", "2 TABLE department (\\n department.Department_... \n", "3 TABLE department (\\n department.Department_... \n", "4 TABLE department (\\n department.Department_... \n", "\n", " schema_llm_columns_min_t \\\n", "0 TABLE department (\\n department.department_... \n", "1 TABLE department (\\n department.department_... \n", "2 TABLE department (\\n department.department_... \n", "3 TABLE department (\\n department.department_... \n", "4 TABLE department (\\n department.department_... \n", "\n", " schema_llm_all_min_t \\\n", "0 TABLE department (\\n department.department_... \n", "1 TABLE department (\\n department.department_... \n", "2 TABLE department (\\n department.department_... \n", "3 TABLE department (\\n department.department_... \n", "4 TABLE department (\\n department.department_... \n", "\n", " text \n", "0 <|user|>\\n# System:\\nGiven a user question and... \n", "1 <|user|>\\n# System:\\nGiven a user question and... \n", "2 <|user|>\\n# System:\\nGiven a user question and... \n", "3 <|user|>\\n# System:\\nGiven a user question and... \n", "4 <|user|>\\n# System:\\nGiven a user question and... 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db_idschemaquestion_enhardnessschema_llmquery_llmselectorschema_llm_ctschema_llm_columns_minschema_llm_columns_min_ctschema_llm_all_minschema_llm_all_min_ctschema_dictselector_correctschema_llm_tschema_llm_columns_min_tschema_llm_all_min_ttext
0department_management\\nCREATE TABLE department (\\n\\t\"Department_ID\"...How many heads of the departments are older th...easyTable department (\\n department.Department_...SELECT count(*) FROM head WHERE age > 56{\\n 'head': ['head_id', 'age']\\n}CREATE TABLE department (\\n department.Depa...Table department (\\n department.department_...CREATE TABLE department (\\n department.depa...Table department (\\n department.department_...CREATE TABLE department (\\n department.depa...{\\n 'department': ['Department_ID', 'Name', '...{\\n 'head': ['head_ID', 'age']\\n}TABLE department (\\n department.Department_...TABLE department (\\n department.department_...TABLE department (\\n department.department_...<|user|>\\n# System:\\nGiven a user question and...
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2department_management\\nCREATE TABLE department (\\n\\t\"Department_ID\"...List the creation year, name and budget of eac...mediumTable department (\\n department.Department_...SELECT creation , name , budget_in_billions ...{\\n 'department': ['department_id', 'name', '...CREATE TABLE department (\\n department.Depa...Table department (\\n department.department_...CREATE TABLE department (\\n department.depa...Table department (\\n department.department_...CREATE TABLE department (\\n department.depa...{\\n 'department': ['Department_ID', 'Name', '...{\\n 'department': ['Department_ID', 'Name', '...TABLE department (\\n department.Department_...TABLE department (\\n department.department_...TABLE department (\\n department.department_...<|user|>\\n# System:\\nGiven a user question and...
3department_management\\nCREATE TABLE department (\\n\\t\"Department_ID\"...What are the maximum and minimum budget of the...mediumTable department (\\n department.Department_...SELECT max(budget_in_billions) , min(budget_i...{\\n 'department': ['department_id', 'budget_i...CREATE TABLE department (\\n department.Depa...Table department (\\n department.department_...CREATE TABLE department (\\n department.depa...Table department (\\n department.department_...CREATE TABLE department (\\n department.depa...{\\n 'department': ['Department_ID', 'Name', '...{\\n 'department': ['Department_ID', 'Budget_i...TABLE department (\\n department.Department_...TABLE department (\\n department.department_...TABLE department (\\n department.department_...<|user|>\\n# System:\\nGiven a user question and...
4department_management\\nCREATE TABLE department (\\n\\t\"Department_ID\"...What is the average number of employees of the...easyTable department (\\n department.Department_...SELECT avg(num_employees) FROM department WHER...{\\n 'department': ['department_id', 'ranking'...CREATE TABLE department (\\n department.Depa...Table department (\\n department.department_...CREATE TABLE department (\\n department.depa...Table department (\\n department.department_...CREATE TABLE department (\\n department.depa...{\\n 'department': ['Department_ID', 'Name', '...{\\n 'department': ['Department_ID', 'Ranking'...TABLE department (\\n department.Department_...TABLE department (\\n department.department_...TABLE department (\\n department.department_...<|user|>\\n# System:\\nGiven a user question and...
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\\n\\tmailshot_end_date DATETIME, \\n\\tPRIMARY KEY (mailshot_id)\\n)\\n\\n\\nCREATE TABLE \\\"Mailshot_Customers\\\" (\\n\\tmailshot_id INTEGER NOT NULL, \\n\\tcustomer_id INTEGER NOT NULL, \\n\\toutcome_code VARCHAR(15) NOT NULL, \\n\\tmailshot_customer_date DATETIME, \\n\\tFOREIGN KEY(mailshot_id) REFERENCES \\\"Mailshot_Campaigns\\\" (mailshot_id), \\n\\tFOREIGN KEY(customer_id) REFERENCES \\\"Customers\\\" (customer_id)\\n)\\n\\n\\nCREATE TABLE \\\"Order_Items\\\" (\\n\\titem_id INTEGER NOT NULL, \\n\\torder_item_status_code VARCHAR(15) NOT NULL, \\n\\torder_id INTEGER NOT NULL, \\n\\tproduct_id INTEGER NOT NULL, \\n\\titem_status_code VARCHAR(15), \\n\\titem_delivered_datetime DATETIME, \\n\\titem_order_quantity VARCHAR(80), \\n\\tFOREIGN KEY(order_id) REFERENCES \\\"Customer_Orders\\\" (order_id), \\n\\tFOREIGN KEY(product_id) REFERENCES \\\"Products\\\" (product_id)\\n)\\n\\n\\nCREATE TABLE \\\"Premises\\\" (\\n\\tpremise_id INTEGER, \\n\\tpremises_type VARCHAR(15) NOT NULL, 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(INT),\\n company.Company (TEXT),\\n company.Headquarters (TEXT),\\n company.Main_Industry (TEXT),\\n company.Sales_billion (REAL),\\n company.Profits_billion (REAL),\\n company.Assets_billion (REAL),\\n company.Market_Value (REAL),\\n)\\n\\nTable gas_station (\\n gas_station.Station_ID (INT),\\n gas_station.Open_Year (INT),\\n gas_station.Location (TEXT),\\n gas_station.Manager_Name (TEXT),\\n gas_station.Vice_Manager_Name (TEXT),\\n gas_station.Representative_Name (TEXT),\\n)\\n\\nTable station_company (\\n station_company.Station_ID (INT),\\n station_company.Company_ID (INT),\\n station_company.Rank_of_the_Year (INT),\\n)\\n\\n\\nPossible JOINs:\\n\\nstation_company.Station_ID = gas_station.Station_ID\\nstation_company.Company_ID = company.Company_ID\\n\",\n \"Table Customer_Addresses (\\n Customer_Addresses.customer_id (INTEGER),\\n Customer_Addresses.premise_id (INTEGER),\\n Customer_Addresses.date_address_from (DATETIME),\\n Customer_Addresses.address_type_code (VARCHAR(15)),\\n 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Mailshot_Campaigns.mailshot_start_date (DATETIME),\\n Mailshot_Campaigns.mailshot_end_date (DATETIME),\\n)\\n\\nTable Mailshot_Customers (\\n Mailshot_Customers.mailshot_id (INTEGER),\\n Mailshot_Customers.customer_id (INTEGER),\\n Mailshot_Customers.outcome_code (VARCHAR(15)),\\n Mailshot_Customers.mailshot_customer_date (DATETIME),\\n)\\n\\nTable Order_Items (\\n Order_Items.item_id (INTEGER),\\n Order_Items.order_item_status_code (VARCHAR(15)),\\n Order_Items.order_id (INTEGER),\\n Order_Items.product_id (INTEGER),\\n Order_Items.item_status_code (VARCHAR(15)),\\n Order_Items.item_delivered_datetime (DATETIME),\\n Order_Items.item_order_quantity (VARCHAR(80)),\\n)\\n\\nTable Premises (\\n Premises.premise_id (INTEGER),\\n Premises.premises_type (VARCHAR(15)),\\n Premises.premise_details (VARCHAR(255)),\\n)\\n\\nTable Products (\\n Products.product_id (INTEGER),\\n Products.product_category (VARCHAR(15)),\\n Products.product_name (VARCHAR(80)),\\n)\\n\\n\\nPossible JOINs:\\n\\nCustomer_Addresses.customer_id = Customers.customer_id\\nCustomer_Addresses.premise_id = Premises.premise_id\\n\\nCustomer_Orders.customer_id = Customers.customer_id\\n\\nMailshot_Customers.mailshot_id = Mailshot_Campaigns.mailshot_id\\nMailshot_Customers.customer_id = Customers.customer_id\\n\\nOrder_Items.order_id = Customer_Orders.order_id\\nOrder_Items.product_id = Products.product_id\\n\",\n \"Table member (\\n member.Member_ID (TEXT),\\n member.Name (TEXT),\\n member.Nationality (TEXT),\\n member.Role (TEXT),\\n)\\n\\nTable member_attendance (\\n member_attendance.Member_ID (INT),\\n member_attendance.Performance_ID (INT),\\n member_attendance.Num_of_Pieces (INT),\\n)\\n\\nTable performance (\\n performance.Performance_ID (REAL),\\n performance.Date (TEXT),\\n performance.Host (TEXT),\\n performance.Location (TEXT),\\n performance.Attendance (INT),\\n)\\n\\n\\nPossible JOINs:\\n\\nmember_attendance.Member_ID = member.Member_ID\\nmember_attendance.Performance_ID = performance.Performance_ID\\n\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"query_llm\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 4712,\n \"samples\": [\n \"SELECT manager_name FROM gas_station WHERE open_year > 2000 GROUP BY manager_name ORDER BY count(*) DESC LIMIT 1\",\n \"SELECT lname FROM authors WHERE fname = \\\"Amal\\\"\",\n \"SELECT * FROM swimmer\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"selector\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 3358,\n \"samples\": [\n \"{\\n 'rating': ['mid', 'stars'],\\n 'movie': ['mid', 'title', 'director']\\n}\",\n \"{\\n 'player': ['birth_country', 'bats']\\n}\",\n \"{\\n 'bank': ['branch_id', 'city']\\n}\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"schema_llm_ct\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 147,\n \"samples\": [\n \"CREATE TABLE country (\\n country.Country_ID (INT),\\n country.Name (TEXT),\\n country.Population (INT),\\n country.Area (INT),\\n country.Languages (TEXT),\\n)\\n\\nCREATE TABLE roller_coaster (\\n roller_coaster.Roller_Coaster_ID (INT),\\n roller_coaster.Name (TEXT),\\n roller_coaster.Park (TEXT),\\n roller_coaster.Country_ID (INT),\\n roller_coaster.Length (REAL),\\n roller_coaster.Height (REAL),\\n roller_coaster.Speed (TEXT),\\n roller_coaster.Opened (TEXT),\\n roller_coaster.Status (TEXT),\\n)\\n\\n\\nPossible JOINs:\\n\\nroller_coaster.Country_ID = country.Country_ID\\n\",\n \"CREATE TABLE circuits (\\n circuits.circuitId (INTEGER),\\n circuits.circuitRef (TEXT),\\n circuits.name (TEXT),\\n circuits.location (TEXT),\\n circuits.country (TEXT),\\n circuits.lat (REAL),\\n circuits.lng (REAL),\\n circuits.alt (TEXT),\\n circuits.url (TEXT),\\n)\\n\\nCREATE TABLE constructorResults (\\n constructorResults.constructorResultsId (INTEGER),\\n constructorResults.raceId (INTEGER),\\n constructorResults.constructorId (INTEGER),\\n constructorResults.points (REAL),\\n constructorResults.status (TEXT),\\n)\\n\\nCREATE TABLE constructorStandings (\\n constructorStandings.constructorStandingsId (INTEGER),\\n constructorStandings.raceId (INTEGER),\\n constructorStandings.constructorId (INTEGER),\\n constructorStandings.points (REAL),\\n constructorStandings.position (INTEGER),\\n constructorStandings.positionText (TEXT),\\n constructorStandings.wins (INTEGER),\\n)\\n\\nCREATE TABLE constructors (\\n constructors.constructorId (INTEGER),\\n constructors.constructorRef (TEXT),\\n constructors.name (TEXT),\\n constructors.nationality (TEXT),\\n constructors.url (TEXT),\\n)\\n\\nCREATE TABLE driverStandings (\\n driverStandings.driverStandingsId (INTEGER),\\n driverStandings.raceId (INTEGER),\\n driverStandings.driverId (INTEGER),\\n driverStandings.points (REAL),\\n driverStandings.position (INTEGER),\\n driverStandings.positionText (TEXT),\\n driverStandings.wins (INTEGER),\\n)\\n\\nCREATE TABLE drivers (\\n drivers.driverId (INTEGER),\\n drivers.driverRef (TEXT),\\n drivers.number (TEXT),\\n drivers.code (TEXT),\\n drivers.forename (TEXT),\\n drivers.surname (TEXT),\\n drivers.dob (TEXT),\\n drivers.nationality (TEXT),\\n drivers.url (TEXT),\\n)\\n\\nCREATE TABLE lapTimes (\\n lapTimes.raceId (INTEGER),\\n lapTimes.driverId (INTEGER),\\n lapTimes.lap (INTEGER),\\n lapTimes.position (INTEGER),\\n lapTimes.time (TEXT),\\n lapTimes.milliseconds (INTEGER),\\n)\\n\\nCREATE TABLE pitStops (\\n pitStops.raceId (INTEGER),\\n pitStops.driverId (INTEGER),\\n pitStops.stop (INTEGER),\\n pitStops.lap (INTEGER),\\n pitStops.time (TEXT),\\n pitStops.duration (TEXT),\\n pitStops.milliseconds (INTEGER),\\n)\\n\\nCREATE TABLE qualifying (\\n qualifying.qualifyId (INTEGER),\\n qualifying.raceId (INTEGER),\\n qualifying.driverId (INTEGER),\\n qualifying.constructorId (INTEGER),\\n qualifying.number (INTEGER),\\n qualifying.position (INTEGER),\\n qualifying.q1 (TEXT),\\n qualifying.q2 (TEXT),\\n qualifying.q3 (TEXT),\\n)\\n\\nCREATE TABLE races (\\n races.raceId (INTEGER),\\n races.year (INTEGER),\\n races.round (INTEGER),\\n races.circuitId (INTEGER),\\n races.name (TEXT),\\n races.date (TEXT),\\n races.time (TEXT),\\n races.url (TEXT),\\n)\\n\\nCREATE TABLE results (\\n results.resultId (INTEGER),\\n results.raceId (INTEGER),\\n results.driverId (INTEGER),\\n results.constructorId (INTEGER),\\n results.number (INTEGER),\\n results.grid (INTEGER),\\n results.position (TEXT),\\n results.positionText (TEXT),\\n results.positionOrder (INTEGER),\\n results.points (REAL),\\n results.laps (TEXT),\\n results.time (TEXT),\\n results.milliseconds (TEXT),\\n results.fastestLap (TEXT),\\n results.rank (TEXT),\\n results.fastestLapTime (TEXT),\\n results.fastestLapSpeed (TEXT),\\n results.statusId (INTEGER),\\n)\\n\\nCREATE TABLE seasons (\\n seasons.year (INTEGER),\\n seasons.url (TEXT),\\n)\\n\\nCREATE TABLE status (\\n status.statusId (INTEGER),\\n status.status (TEXT),\\n)\\n\\n\\nPossible JOINs:\\n\\nconstructorResults.raceId = races.raceId\\nconstructorResults.constructorId = constructors.constructorId\\n\\nconstructorStandings.raceId = races.raceId\\nconstructorStandings.constructorId = constructors.constructorId\\n\\ndriverStandings.raceId = races.raceId\\ndriverStandings.driverId = drivers.driverId\\n\\nlapTimes.raceId = races.raceId\\nlapTimes.driverId = drivers.driverId\\n\\npitStops.raceId = races.raceId\\npitStops.driverId = drivers.driverId\\n\\nqualifying.raceId = races.raceId\\nqualifying.driverId = drivers.driverId\\nqualifying.constructorId = constructors.constructorId\\n\\nraces.circuitId = circuits.circuitId\\n\\nresults.raceId = races.raceId\\nresults.driverId = drivers.driverId\\nresults.constructorId = constructors.constructorId\\n\",\n \"CREATE TABLE Customers (\\n Customers.customer_id (INTEGER),\\n Customers.customer_name (VARCHAR(80)),\\n Customers.customer_details (VARCHAR(255)),\\n)\\n\\nCREATE TABLE Invoices (\\n Invoices.invoice_number (INTEGER),\\n Invoices.invoice_date (DATETIME),\\n Invoices.invoice_details (VARCHAR(255)),\\n)\\n\\nCREATE TABLE Order_Items (\\n Order_Items.order_item_id (INTEGER),\\n Order_Items.product_id (INTEGER),\\n Order_Items.order_id (INTEGER),\\n Order_Items.order_item_status (VARCHAR(10)),\\n Order_Items.order_item_details (VARCHAR(255)),\\n)\\n\\nCREATE TABLE Orders (\\n Orders.order_id (INTEGER),\\n Orders.customer_id (INTEGER),\\n Orders.order_status (VARCHAR(10)),\\n Orders.date_order_placed (DATETIME),\\n Orders.order_details (VARCHAR(255)),\\n)\\n\\nCREATE TABLE Products (\\n Products.product_id (INTEGER),\\n Products.product_name (VARCHAR(80)),\\n Products.product_details (VARCHAR(255)),\\n)\\n\\nCREATE TABLE Shipment_Items (\\n Shipment_Items.shipment_id (INTEGER),\\n Shipment_Items.order_item_id (INTEGER),\\n)\\n\\nCREATE TABLE Shipments (\\n Shipments.shipment_id (INTEGER),\\n Shipments.order_id (INTEGER),\\n Shipments.invoice_number (INTEGER),\\n Shipments.shipment_tracking_number (VARCHAR(80)),\\n Shipments.shipment_date (DATETIME),\\n Shipments.other_shipment_details (VARCHAR(255)),\\n)\\n\\n\\nPossible JOINs:\\n\\nOrder_Items.product_id = Products.product_id\\nOrder_Items.order_id = Orders.order_id\\n\\nOrders.customer_id = Customers.customer_id\\n\\nShipment_Items.shipment_id = Shipments.shipment_id\\nShipment_Items.order_item_id = Order_Items.order_item_id\\n\\nShipments.order_id = Orders.order_id\\nShipments.invoice_number = Invoices.invoice_number\\n\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"schema_llm_columns_min\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 147,\n \"samples\": [\n \"Table country (\\n country.country_id (INT),\\n country.name (TEXT),\\n country.population (INT),\\n country.area (INT),\\n country.languages (TEXT),\\n)\\n\\nTable roller_coaster (\\n roller_coaster.roller_coaster_id (INT),\\n roller_coaster.name (TEXT),\\n roller_coaster.park (TEXT),\\n roller_coaster.country_id (INT),\\n roller_coaster.length (REAL),\\n roller_coaster.height (REAL),\\n roller_coaster.speed (TEXT),\\n roller_coaster.opened (TEXT),\\n roller_coaster.status (TEXT),\\n)\\n\\n\\nPossible JOINs:\\n\\nroller_coaster.country_id = country.country_id\\n\",\n \"Table circuits (\\n circuits.circuitid (INTEGER),\\n circuits.circuitref (TEXT),\\n circuits.name (TEXT),\\n circuits.location (TEXT),\\n circuits.country (TEXT),\\n circuits.lat (REAL),\\n circuits.lng (REAL),\\n circuits.alt (TEXT),\\n circuits.url (TEXT),\\n)\\n\\nTable constructorResults (\\n constructorResults.constructorresultsid (INTEGER),\\n constructorResults.raceid (INTEGER),\\n constructorResults.constructorid (INTEGER),\\n constructorResults.points (REAL),\\n constructorResults.status (TEXT),\\n)\\n\\nTable constructorStandings (\\n constructorStandings.constructorstandingsid (INTEGER),\\n constructorStandings.raceid (INTEGER),\\n constructorStandings.constructorid (INTEGER),\\n constructorStandings.points (REAL),\\n constructorStandings.position (INTEGER),\\n constructorStandings.positiontext (TEXT),\\n constructorStandings.wins (INTEGER),\\n)\\n\\nTable constructors (\\n constructors.constructorid (INTEGER),\\n constructors.constructorref (TEXT),\\n constructors.name (TEXT),\\n constructors.nationality (TEXT),\\n constructors.url (TEXT),\\n)\\n\\nTable driverStandings (\\n driverStandings.driverstandingsid (INTEGER),\\n driverStandings.raceid (INTEGER),\\n driverStandings.driverid (INTEGER),\\n driverStandings.points (REAL),\\n driverStandings.position (INTEGER),\\n driverStandings.positiontext (TEXT),\\n driverStandings.wins (INTEGER),\\n)\\n\\nTable drivers (\\n drivers.driverid (INTEGER),\\n drivers.driverref (TEXT),\\n drivers.number (TEXT),\\n drivers.code (TEXT),\\n drivers.forename (TEXT),\\n drivers.surname (TEXT),\\n drivers.dob (TEXT),\\n drivers.nationality (TEXT),\\n drivers.url (TEXT),\\n)\\n\\nTable lapTimes (\\n lapTimes.raceid (INTEGER),\\n lapTimes.driverid (INTEGER),\\n lapTimes.lap (INTEGER),\\n lapTimes.position (INTEGER),\\n lapTimes.time (TEXT),\\n lapTimes.milliseconds (INTEGER),\\n)\\n\\nTable pitStops (\\n pitStops.raceid (INTEGER),\\n pitStops.driverid (INTEGER),\\n pitStops.stop (INTEGER),\\n pitStops.lap (INTEGER),\\n pitStops.time (TEXT),\\n pitStops.duration (TEXT),\\n pitStops.milliseconds (INTEGER),\\n)\\n\\nTable qualifying (\\n qualifying.qualifyid (INTEGER),\\n qualifying.raceid (INTEGER),\\n qualifying.driverid (INTEGER),\\n qualifying.constructorid (INTEGER),\\n qualifying.number (INTEGER),\\n qualifying.position (INTEGER),\\n qualifying.q1 (TEXT),\\n qualifying.q2 (TEXT),\\n qualifying.q3 (TEXT),\\n)\\n\\nTable races (\\n races.raceid (INTEGER),\\n races.year (INTEGER),\\n races.round (INTEGER),\\n races.circuitid (INTEGER),\\n races.name (TEXT),\\n races.date (TEXT),\\n races.time (TEXT),\\n races.url (TEXT),\\n)\\n\\nTable results (\\n results.resultid (INTEGER),\\n results.raceid (INTEGER),\\n results.driverid (INTEGER),\\n results.constructorid (INTEGER),\\n results.number (INTEGER),\\n results.grid (INTEGER),\\n results.position (TEXT),\\n results.positiontext (TEXT),\\n results.positionorder (INTEGER),\\n results.points (REAL),\\n results.laps (TEXT),\\n results.time (TEXT),\\n results.milliseconds (TEXT),\\n results.fastestlap (TEXT),\\n results.rank (TEXT),\\n results.fastestlaptime (TEXT),\\n results.fastestlapspeed (TEXT),\\n results.statusid (INTEGER),\\n)\\n\\nTable seasons (\\n seasons.year (INTEGER),\\n seasons.url (TEXT),\\n)\\n\\nTable status (\\n status.statusid (INTEGER),\\n status.status (TEXT),\\n)\\n\\n\\nPossible JOINs:\\n\\nconstructorResults.raceid = races.raceid\\nconstructorResults.constructorid = constructors.constructorid\\n\\nconstructorStandings.raceid = races.raceid\\nconstructorStandings.constructorid = constructors.constructorid\\n\\ndriverStandings.raceid = races.raceid\\ndriverStandings.driverid = drivers.driverid\\n\\nlapTimes.raceid = races.raceid\\nlapTimes.driverid = drivers.driverid\\n\\npitStops.raceid = races.raceid\\npitStops.driverid = drivers.driverid\\n\\nqualifying.raceid = races.raceid\\nqualifying.driverid = drivers.driverid\\nqualifying.constructorid = constructors.constructorid\\n\\nraces.circuitid = circuits.circuitid\\n\\nresults.raceid = races.raceid\\nresults.driverid = drivers.driverid\\nresults.constructorid = constructors.constructorid\\n\",\n \"Table Customers (\\n Customers.customer_id (INTEGER),\\n Customers.customer_name (VARCHAR(80)),\\n Customers.customer_details (VARCHAR(255)),\\n)\\n\\nTable Invoices (\\n Invoices.invoice_number (INTEGER),\\n Invoices.invoice_date (DATETIME),\\n Invoices.invoice_details (VARCHAR(255)),\\n)\\n\\nTable Order_Items (\\n Order_Items.order_item_id (INTEGER),\\n Order_Items.product_id (INTEGER),\\n Order_Items.order_id (INTEGER),\\n Order_Items.order_item_status (VARCHAR(10)),\\n Order_Items.order_item_details (VARCHAR(255)),\\n)\\n\\nTable Orders (\\n Orders.order_id (INTEGER),\\n Orders.customer_id (INTEGER),\\n Orders.order_status (VARCHAR(10)),\\n Orders.date_order_placed (DATETIME),\\n Orders.order_details (VARCHAR(255)),\\n)\\n\\nTable Products (\\n Products.product_id (INTEGER),\\n Products.product_name (VARCHAR(80)),\\n Products.product_details (VARCHAR(255)),\\n)\\n\\nTable Shipment_Items (\\n Shipment_Items.shipment_id (INTEGER),\\n Shipment_Items.order_item_id (INTEGER),\\n)\\n\\nTable Shipments (\\n Shipments.shipment_id (INTEGER),\\n Shipments.order_id (INTEGER),\\n Shipments.invoice_number (INTEGER),\\n Shipments.shipment_tracking_number (VARCHAR(80)),\\n Shipments.shipment_date (DATETIME),\\n Shipments.other_shipment_details (VARCHAR(255)),\\n)\\n\\n\\nPossible JOINs:\\n\\nOrder_Items.product_id = Products.product_id\\nOrder_Items.order_id = Orders.order_id\\n\\nOrders.customer_id = Customers.customer_id\\n\\nShipment_Items.shipment_id = Shipments.shipment_id\\nShipment_Items.order_item_id = Order_Items.order_item_id\\n\\nShipments.order_id = Orders.order_id\\nShipments.invoice_number = Invoices.invoice_number\\n\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"schema_llm_columns_min_ct\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 147,\n \"samples\": [\n \"CREATE TABLE country (\\n country.country_id (INT),\\n country.name (TEXT),\\n country.population (INT),\\n country.area (INT),\\n country.languages (TEXT),\\n)\\n\\nCREATE TABLE roller_coaster (\\n roller_coaster.roller_coaster_id (INT),\\n roller_coaster.name (TEXT),\\n roller_coaster.park (TEXT),\\n roller_coaster.country_id (INT),\\n roller_coaster.length (REAL),\\n roller_coaster.height (REAL),\\n roller_coaster.speed (TEXT),\\n roller_coaster.opened (TEXT),\\n roller_coaster.status (TEXT),\\n)\\n\\n\\nPossible JOINs:\\n\\nroller_coaster.country_id = country.country_id\\n\",\n \"CREATE TABLE circuits (\\n circuits.circuitid (INTEGER),\\n circuits.circuitref (TEXT),\\n circuits.name (TEXT),\\n circuits.location (TEXT),\\n circuits.country (TEXT),\\n circuits.lat (REAL),\\n circuits.lng (REAL),\\n circuits.alt (TEXT),\\n circuits.url (TEXT),\\n)\\n\\nCREATE TABLE constructorResults (\\n constructorResults.constructorresultsid (INTEGER),\\n constructorResults.raceid (INTEGER),\\n constructorResults.constructorid (INTEGER),\\n constructorResults.points (REAL),\\n constructorResults.status (TEXT),\\n)\\n\\nCREATE TABLE constructorStandings (\\n constructorStandings.constructorstandingsid (INTEGER),\\n constructorStandings.raceid (INTEGER),\\n constructorStandings.constructorid (INTEGER),\\n constructorStandings.points (REAL),\\n constructorStandings.position (INTEGER),\\n constructorStandings.positiontext (TEXT),\\n constructorStandings.wins (INTEGER),\\n)\\n\\nCREATE TABLE constructors (\\n constructors.constructorid (INTEGER),\\n constructors.constructorref (TEXT),\\n constructors.name (TEXT),\\n constructors.nationality (TEXT),\\n constructors.url (TEXT),\\n)\\n\\nCREATE TABLE driverStandings (\\n driverStandings.driverstandingsid (INTEGER),\\n driverStandings.raceid (INTEGER),\\n driverStandings.driverid (INTEGER),\\n driverStandings.points (REAL),\\n driverStandings.position (INTEGER),\\n driverStandings.positiontext (TEXT),\\n driverStandings.wins (INTEGER),\\n)\\n\\nCREATE TABLE drivers (\\n drivers.driverid (INTEGER),\\n drivers.driverref (TEXT),\\n drivers.number (TEXT),\\n drivers.code (TEXT),\\n drivers.forename (TEXT),\\n drivers.surname (TEXT),\\n drivers.dob (TEXT),\\n drivers.nationality (TEXT),\\n drivers.url (TEXT),\\n)\\n\\nCREATE TABLE lapTimes (\\n lapTimes.raceid (INTEGER),\\n lapTimes.driverid (INTEGER),\\n lapTimes.lap (INTEGER),\\n lapTimes.position (INTEGER),\\n lapTimes.time (TEXT),\\n lapTimes.milliseconds (INTEGER),\\n)\\n\\nCREATE TABLE pitStops (\\n pitStops.raceid (INTEGER),\\n pitStops.driverid (INTEGER),\\n pitStops.stop (INTEGER),\\n pitStops.lap (INTEGER),\\n pitStops.time (TEXT),\\n pitStops.duration (TEXT),\\n pitStops.milliseconds (INTEGER),\\n)\\n\\nCREATE TABLE qualifying (\\n qualifying.qualifyid (INTEGER),\\n qualifying.raceid (INTEGER),\\n qualifying.driverid (INTEGER),\\n qualifying.constructorid (INTEGER),\\n qualifying.number (INTEGER),\\n qualifying.position (INTEGER),\\n qualifying.q1 (TEXT),\\n qualifying.q2 (TEXT),\\n qualifying.q3 (TEXT),\\n)\\n\\nCREATE TABLE races (\\n races.raceid (INTEGER),\\n races.year (INTEGER),\\n races.round (INTEGER),\\n races.circuitid (INTEGER),\\n races.name (TEXT),\\n races.date (TEXT),\\n races.time (TEXT),\\n races.url (TEXT),\\n)\\n\\nCREATE TABLE results (\\n results.resultid (INTEGER),\\n results.raceid (INTEGER),\\n results.driverid (INTEGER),\\n results.constructorid (INTEGER),\\n results.number (INTEGER),\\n results.grid (INTEGER),\\n results.position (TEXT),\\n results.positiontext (TEXT),\\n results.positionorder (INTEGER),\\n results.points (REAL),\\n results.laps (TEXT),\\n results.time (TEXT),\\n results.milliseconds (TEXT),\\n results.fastestlap (TEXT),\\n results.rank (TEXT),\\n results.fastestlaptime (TEXT),\\n results.fastestlapspeed (TEXT),\\n results.statusid (INTEGER),\\n)\\n\\nCREATE TABLE seasons (\\n seasons.year (INTEGER),\\n seasons.url (TEXT),\\n)\\n\\nCREATE TABLE status (\\n status.statusid (INTEGER),\\n status.status (TEXT),\\n)\\n\\n\\nPossible JOINs:\\n\\nconstructorResults.raceid = races.raceid\\nconstructorResults.constructorid = constructors.constructorid\\n\\nconstructorStandings.raceid = races.raceid\\nconstructorStandings.constructorid = constructors.constructorid\\n\\ndriverStandings.raceid = races.raceid\\ndriverStandings.driverid = drivers.driverid\\n\\nlapTimes.raceid = races.raceid\\nlapTimes.driverid = drivers.driverid\\n\\npitStops.raceid = races.raceid\\npitStops.driverid = drivers.driverid\\n\\nqualifying.raceid = races.raceid\\nqualifying.driverid = drivers.driverid\\nqualifying.constructorid = constructors.constructorid\\n\\nraces.circuitid = circuits.circuitid\\n\\nresults.raceid = races.raceid\\nresults.driverid = drivers.driverid\\nresults.constructorid = constructors.constructorid\\n\",\n \"CREATE TABLE Customers (\\n Customers.customer_id (INTEGER),\\n Customers.customer_name (VARCHAR(80)),\\n Customers.customer_details (VARCHAR(255)),\\n)\\n\\nCREATE TABLE Invoices (\\n Invoices.invoice_number (INTEGER),\\n Invoices.invoice_date (DATETIME),\\n Invoices.invoice_details (VARCHAR(255)),\\n)\\n\\nCREATE TABLE Order_Items (\\n Order_Items.order_item_id (INTEGER),\\n Order_Items.product_id (INTEGER),\\n Order_Items.order_id (INTEGER),\\n Order_Items.order_item_status (VARCHAR(10)),\\n Order_Items.order_item_details (VARCHAR(255)),\\n)\\n\\nCREATE TABLE Orders (\\n Orders.order_id (INTEGER),\\n Orders.customer_id (INTEGER),\\n Orders.order_status (VARCHAR(10)),\\n Orders.date_order_placed (DATETIME),\\n Orders.order_details (VARCHAR(255)),\\n)\\n\\nCREATE TABLE Products (\\n Products.product_id (INTEGER),\\n Products.product_name (VARCHAR(80)),\\n Products.product_details (VARCHAR(255)),\\n)\\n\\nCREATE TABLE Shipment_Items (\\n Shipment_Items.shipment_id (INTEGER),\\n Shipment_Items.order_item_id (INTEGER),\\n)\\n\\nCREATE TABLE Shipments (\\n Shipments.shipment_id (INTEGER),\\n Shipments.order_id (INTEGER),\\n Shipments.invoice_number (INTEGER),\\n Shipments.shipment_tracking_number (VARCHAR(80)),\\n Shipments.shipment_date (DATETIME),\\n Shipments.other_shipment_details (VARCHAR(255)),\\n)\\n\\n\\nPossible JOINs:\\n\\nOrder_Items.product_id = Products.product_id\\nOrder_Items.order_id = Orders.order_id\\n\\nOrders.customer_id = Customers.customer_id\\n\\nShipment_Items.shipment_id = Shipments.shipment_id\\nShipment_Items.order_item_id = Order_Items.order_item_id\\n\\nShipments.order_id = Orders.order_id\\nShipments.invoice_number = Invoices.invoice_number\\n\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"schema_llm_all_min\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 147,\n \"samples\": [\n \"Table country (\\n country.country_id (INT),\\n country.name (TEXT),\\n country.population (INT),\\n country.area (INT),\\n country.languages (TEXT),\\n)\\n\\nTable roller_coaster (\\n roller_coaster.roller_coaster_id (INT),\\n roller_coaster.name (TEXT),\\n roller_coaster.park (TEXT),\\n roller_coaster.country_id (INT),\\n roller_coaster.length (REAL),\\n roller_coaster.height (REAL),\\n roller_coaster.speed (TEXT),\\n roller_coaster.opened (TEXT),\\n roller_coaster.status (TEXT),\\n)\\n\\n\\nPossible JOINs:\\n\\nroller_coaster.country_id = country.country_id\\n\",\n \"Table circuits (\\n circuits.circuitid (INTEGER),\\n circuits.circuitref (TEXT),\\n circuits.name (TEXT),\\n circuits.location (TEXT),\\n circuits.country (TEXT),\\n circuits.lat (REAL),\\n circuits.lng (REAL),\\n circuits.alt (TEXT),\\n circuits.url (TEXT),\\n)\\n\\nTable constructorresults (\\n constructorresults.constructorresultsid (INTEGER),\\n constructorresults.raceid (INTEGER),\\n constructorresults.constructorid (INTEGER),\\n constructorresults.points (REAL),\\n constructorresults.status (TEXT),\\n)\\n\\nTable constructorstandings (\\n constructorstandings.constructorstandingsid (INTEGER),\\n constructorstandings.raceid (INTEGER),\\n constructorstandings.constructorid (INTEGER),\\n constructorstandings.points (REAL),\\n constructorstandings.position (INTEGER),\\n constructorstandings.positiontext (TEXT),\\n constructorstandings.wins (INTEGER),\\n)\\n\\nTable constructors (\\n constructors.constructorid (INTEGER),\\n constructors.constructorref (TEXT),\\n constructors.name (TEXT),\\n constructors.nationality (TEXT),\\n constructors.url (TEXT),\\n)\\n\\nTable driverstandings (\\n driverstandings.driverstandingsid (INTEGER),\\n driverstandings.raceid (INTEGER),\\n driverstandings.driverid (INTEGER),\\n driverstandings.points (REAL),\\n driverstandings.position (INTEGER),\\n driverstandings.positiontext (TEXT),\\n driverstandings.wins (INTEGER),\\n)\\n\\nTable drivers (\\n drivers.driverid (INTEGER),\\n drivers.driverref (TEXT),\\n drivers.number (TEXT),\\n drivers.code (TEXT),\\n drivers.forename (TEXT),\\n drivers.surname (TEXT),\\n drivers.dob (TEXT),\\n drivers.nationality (TEXT),\\n drivers.url (TEXT),\\n)\\n\\nTable laptimes (\\n laptimes.raceid (INTEGER),\\n laptimes.driverid (INTEGER),\\n laptimes.lap (INTEGER),\\n laptimes.position (INTEGER),\\n laptimes.time (TEXT),\\n laptimes.milliseconds (INTEGER),\\n)\\n\\nTable pitstops (\\n pitstops.raceid (INTEGER),\\n pitstops.driverid (INTEGER),\\n pitstops.stop (INTEGER),\\n pitstops.lap (INTEGER),\\n pitstops.time (TEXT),\\n pitstops.duration (TEXT),\\n pitstops.milliseconds (INTEGER),\\n)\\n\\nTable qualifying (\\n qualifying.qualifyid (INTEGER),\\n qualifying.raceid (INTEGER),\\n qualifying.driverid (INTEGER),\\n qualifying.constructorid (INTEGER),\\n qualifying.number (INTEGER),\\n qualifying.position (INTEGER),\\n qualifying.q1 (TEXT),\\n qualifying.q2 (TEXT),\\n qualifying.q3 (TEXT),\\n)\\n\\nTable races (\\n races.raceid (INTEGER),\\n races.year (INTEGER),\\n races.round (INTEGER),\\n races.circuitid (INTEGER),\\n races.name (TEXT),\\n races.date (TEXT),\\n races.time (TEXT),\\n races.url (TEXT),\\n)\\n\\nTable results (\\n results.resultid (INTEGER),\\n results.raceid (INTEGER),\\n results.driverid (INTEGER),\\n results.constructorid (INTEGER),\\n results.number (INTEGER),\\n results.grid (INTEGER),\\n results.position (TEXT),\\n results.positiontext (TEXT),\\n results.positionorder (INTEGER),\\n results.points (REAL),\\n results.laps (TEXT),\\n results.time (TEXT),\\n results.milliseconds (TEXT),\\n results.fastestlap (TEXT),\\n results.rank (TEXT),\\n results.fastestlaptime (TEXT),\\n results.fastestlapspeed (TEXT),\\n results.statusid (INTEGER),\\n)\\n\\nTable seasons (\\n seasons.year (INTEGER),\\n seasons.url (TEXT),\\n)\\n\\nTable status (\\n status.statusid (INTEGER),\\n status.status (TEXT),\\n)\\n\\n\\nPossible JOINs:\\n\\nconstructorresults.raceid = races.raceid\\nconstructorresults.constructorid = constructors.constructorid\\n\\nconstructorstandings.raceid = races.raceid\\nconstructorstandings.constructorid = constructors.constructorid\\n\\ndriverstandings.raceid = races.raceid\\ndriverstandings.driverid = drivers.driverid\\n\\nlaptimes.raceid = races.raceid\\nlaptimes.driverid = drivers.driverid\\n\\npitstops.raceid = races.raceid\\npitstops.driverid = drivers.driverid\\n\\nqualifying.raceid = races.raceid\\nqualifying.driverid = drivers.driverid\\nqualifying.constructorid = constructors.constructorid\\n\\nraces.circuitid = circuits.circuitid\\n\\nresults.raceid = races.raceid\\nresults.driverid = drivers.driverid\\nresults.constructorid = constructors.constructorid\\n\",\n \"Table customers (\\n customers.customer_id (INTEGER),\\n customers.customer_name (VARCHAR(80)),\\n customers.customer_details (VARCHAR(255)),\\n)\\n\\nTable invoices (\\n invoices.invoice_number (INTEGER),\\n invoices.invoice_date (DATETIME),\\n invoices.invoice_details (VARCHAR(255)),\\n)\\n\\nTable order_items (\\n order_items.order_item_id (INTEGER),\\n order_items.product_id (INTEGER),\\n order_items.order_id (INTEGER),\\n order_items.order_item_status (VARCHAR(10)),\\n order_items.order_item_details (VARCHAR(255)),\\n)\\n\\nTable orders (\\n orders.order_id (INTEGER),\\n orders.customer_id (INTEGER),\\n orders.order_status (VARCHAR(10)),\\n orders.date_order_placed (DATETIME),\\n orders.order_details (VARCHAR(255)),\\n)\\n\\nTable products (\\n products.product_id (INTEGER),\\n products.product_name (VARCHAR(80)),\\n products.product_details (VARCHAR(255)),\\n)\\n\\nTable shipment_items (\\n shipment_items.shipment_id (INTEGER),\\n shipment_items.order_item_id (INTEGER),\\n)\\n\\nTable shipments (\\n shipments.shipment_id (INTEGER),\\n shipments.order_id (INTEGER),\\n shipments.invoice_number (INTEGER),\\n shipments.shipment_tracking_number (VARCHAR(80)),\\n shipments.shipment_date (DATETIME),\\n shipments.other_shipment_details (VARCHAR(255)),\\n)\\n\\n\\nPossible JOINs:\\n\\norder_items.product_id = products.product_id\\norder_items.order_id = orders.order_id\\n\\norders.customer_id = customers.customer_id\\n\\nshipment_items.shipment_id = shipments.shipment_id\\nshipment_items.order_item_id = order_items.order_item_id\\n\\nshipments.order_id = orders.order_id\\nshipments.invoice_number = invoices.invoice_number\\n\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"schema_llm_all_min_ct\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 147,\n \"samples\": [\n \"CREATE TABLE country (\\n country.country_id (INT),\\n country.name (TEXT),\\n country.population (INT),\\n country.area (INT),\\n country.languages (TEXT),\\n)\\n\\nCREATE TABLE roller_coaster (\\n roller_coaster.roller_coaster_id (INT),\\n roller_coaster.name (TEXT),\\n roller_coaster.park (TEXT),\\n roller_coaster.country_id (INT),\\n roller_coaster.length (REAL),\\n roller_coaster.height (REAL),\\n roller_coaster.speed (TEXT),\\n roller_coaster.opened (TEXT),\\n roller_coaster.status (TEXT),\\n)\\n\\n\\nPossible JOINs:\\n\\nroller_coaster.country_id = country.country_id\\n\",\n \"CREATE TABLE circuits (\\n circuits.circuitid (INTEGER),\\n circuits.circuitref (TEXT),\\n circuits.name (TEXT),\\n circuits.location (TEXT),\\n circuits.country (TEXT),\\n circuits.lat (REAL),\\n circuits.lng (REAL),\\n circuits.alt (TEXT),\\n circuits.url (TEXT),\\n)\\n\\nCREATE TABLE constructorresults (\\n constructorresults.constructorresultsid (INTEGER),\\n constructorresults.raceid (INTEGER),\\n constructorresults.constructorid (INTEGER),\\n constructorresults.points (REAL),\\n constructorresults.status (TEXT),\\n)\\n\\nCREATE TABLE constructorstandings (\\n constructorstandings.constructorstandingsid (INTEGER),\\n constructorstandings.raceid (INTEGER),\\n constructorstandings.constructorid (INTEGER),\\n constructorstandings.points (REAL),\\n constructorstandings.position (INTEGER),\\n constructorstandings.positiontext (TEXT),\\n constructorstandings.wins (INTEGER),\\n)\\n\\nCREATE TABLE constructors (\\n constructors.constructorid (INTEGER),\\n constructors.constructorref (TEXT),\\n constructors.name (TEXT),\\n constructors.nationality (TEXT),\\n constructors.url (TEXT),\\n)\\n\\nCREATE TABLE driverstandings (\\n driverstandings.driverstandingsid (INTEGER),\\n driverstandings.raceid (INTEGER),\\n driverstandings.driverid (INTEGER),\\n driverstandings.points (REAL),\\n driverstandings.position (INTEGER),\\n driverstandings.positiontext (TEXT),\\n driverstandings.wins (INTEGER),\\n)\\n\\nCREATE TABLE drivers (\\n drivers.driverid (INTEGER),\\n drivers.driverref (TEXT),\\n drivers.number (TEXT),\\n drivers.code (TEXT),\\n drivers.forename (TEXT),\\n drivers.surname (TEXT),\\n drivers.dob (TEXT),\\n drivers.nationality (TEXT),\\n drivers.url (TEXT),\\n)\\n\\nCREATE TABLE laptimes (\\n laptimes.raceid (INTEGER),\\n laptimes.driverid (INTEGER),\\n laptimes.lap (INTEGER),\\n laptimes.position (INTEGER),\\n laptimes.time (TEXT),\\n laptimes.milliseconds (INTEGER),\\n)\\n\\nCREATE TABLE pitstops (\\n pitstops.raceid (INTEGER),\\n pitstops.driverid (INTEGER),\\n pitstops.stop (INTEGER),\\n pitstops.lap (INTEGER),\\n pitstops.time (TEXT),\\n pitstops.duration (TEXT),\\n pitstops.milliseconds (INTEGER),\\n)\\n\\nCREATE TABLE qualifying (\\n qualifying.qualifyid (INTEGER),\\n qualifying.raceid (INTEGER),\\n qualifying.driverid (INTEGER),\\n qualifying.constructorid (INTEGER),\\n qualifying.number (INTEGER),\\n qualifying.position (INTEGER),\\n qualifying.q1 (TEXT),\\n qualifying.q2 (TEXT),\\n qualifying.q3 (TEXT),\\n)\\n\\nCREATE TABLE races (\\n races.raceid (INTEGER),\\n races.year (INTEGER),\\n races.round (INTEGER),\\n races.circuitid (INTEGER),\\n races.name (TEXT),\\n races.date (TEXT),\\n races.time (TEXT),\\n races.url (TEXT),\\n)\\n\\nCREATE TABLE results (\\n results.resultid (INTEGER),\\n results.raceid (INTEGER),\\n results.driverid (INTEGER),\\n results.constructorid (INTEGER),\\n results.number (INTEGER),\\n results.grid (INTEGER),\\n results.position (TEXT),\\n results.positiontext (TEXT),\\n results.positionorder (INTEGER),\\n results.points (REAL),\\n results.laps (TEXT),\\n results.time (TEXT),\\n results.milliseconds (TEXT),\\n results.fastestlap (TEXT),\\n results.rank (TEXT),\\n results.fastestlaptime (TEXT),\\n results.fastestlapspeed (TEXT),\\n results.statusid (INTEGER),\\n)\\n\\nCREATE TABLE seasons (\\n seasons.year (INTEGER),\\n seasons.url (TEXT),\\n)\\n\\nCREATE TABLE status (\\n status.statusid (INTEGER),\\n status.status (TEXT),\\n)\\n\\n\\nPossible JOINs:\\n\\nconstructorresults.raceid = races.raceid\\nconstructorresults.constructorid = constructors.constructorid\\n\\nconstructorstandings.raceid = races.raceid\\nconstructorstandings.constructorid = constructors.constructorid\\n\\ndriverstandings.raceid = races.raceid\\ndriverstandings.driverid = drivers.driverid\\n\\nlaptimes.raceid = races.raceid\\nlaptimes.driverid = drivers.driverid\\n\\npitstops.raceid = races.raceid\\npitstops.driverid = drivers.driverid\\n\\nqualifying.raceid = races.raceid\\nqualifying.driverid = drivers.driverid\\nqualifying.constructorid = constructors.constructorid\\n\\nraces.circuitid = circuits.circuitid\\n\\nresults.raceid = races.raceid\\nresults.driverid = drivers.driverid\\nresults.constructorid = constructors.constructorid\\n\",\n \"CREATE TABLE customers (\\n customers.customer_id (INTEGER),\\n customers.customer_name (VARCHAR(80)),\\n customers.customer_details (VARCHAR(255)),\\n)\\n\\nCREATE TABLE invoices (\\n invoices.invoice_number (INTEGER),\\n invoices.invoice_date (DATETIME),\\n invoices.invoice_details (VARCHAR(255)),\\n)\\n\\nCREATE TABLE order_items (\\n order_items.order_item_id (INTEGER),\\n order_items.product_id (INTEGER),\\n order_items.order_id (INTEGER),\\n order_items.order_item_status (VARCHAR(10)),\\n order_items.order_item_details (VARCHAR(255)),\\n)\\n\\nCREATE TABLE orders (\\n orders.order_id (INTEGER),\\n orders.customer_id (INTEGER),\\n orders.order_status (VARCHAR(10)),\\n orders.date_order_placed (DATETIME),\\n orders.order_details (VARCHAR(255)),\\n)\\n\\nCREATE TABLE products (\\n products.product_id (INTEGER),\\n products.product_name (VARCHAR(80)),\\n products.product_details (VARCHAR(255)),\\n)\\n\\nCREATE TABLE shipment_items (\\n shipment_items.shipment_id (INTEGER),\\n shipment_items.order_item_id (INTEGER),\\n)\\n\\nCREATE TABLE shipments (\\n shipments.shipment_id (INTEGER),\\n shipments.order_id (INTEGER),\\n shipments.invoice_number (INTEGER),\\n shipments.shipment_tracking_number (VARCHAR(80)),\\n shipments.shipment_date (DATETIME),\\n shipments.other_shipment_details (VARCHAR(255)),\\n)\\n\\n\\nPossible JOINs:\\n\\norder_items.product_id = products.product_id\\norder_items.order_id = orders.order_id\\n\\norders.customer_id = customers.customer_id\\n\\nshipment_items.shipment_id = shipments.shipment_id\\nshipment_items.order_item_id = order_items.order_item_id\\n\\nshipments.order_id = orders.order_id\\nshipments.invoice_number = invoices.invoice_number\\n\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"schema_dict\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 146,\n \"samples\": [\n \"{\\n 'company': ['Company_ID', 'Rank', 'Company', 'Headquarters', 'Main_Industry', 'Sales_billion', 'Profits_billion', 'Assets_billion', 'Market_Value'],\\n 'gas_station': ['Station_ID', 'Open_Year', 'Location', 'Manager_Name', 'Vice_Manager_Name', 'Representative_Name'],\\n 'station_company': ['Station_ID', 'Company_ID', 'Rank_of_the_Year']\\n}\",\n \"{\\n 'Premises': ['premise_id', 'premises_type', 'premise_details'],\\n 'Products': ['product_id', 'product_category', 'product_name'],\\n 'Customers': ['customer_id', 'payment_method', 'customer_name', 'customer_phone', 'customer_email', 'customer_address', 'customer_login', 'customer_password'],\\n 'Mailshot_Campaigns': ['mailshot_id', 'product_category', 'mailshot_name', 'mailshot_start_date', 'mailshot_end_date'],\\n 'Customer_Addresses': ['customer_id', 'premise_id', 'date_address_from', 'address_type_code', 'date_address_to'],\\n 'Customer_Orders': ['order_id', 'customer_id', 'order_status_code', 'shipping_method_code', 'order_placed_datetime', 'order_delivered_datetime', 'order_shipping_charges'],\\n 'Mailshot_Customers': ['mailshot_id', 'customer_id', 'outcome_code', 'mailshot_customer_date'],\\n 'Order_Items': ['item_id', 'order_item_status_code', 'order_id', 'product_id', 'item_status_code', 'item_delivered_datetime', 'item_order_quantity']\\n}\",\n \"{\\n 'member': ['Member_ID', 'Name', 'Nationality', 'Role'],\\n 'performance': ['Performance_ID', 'Date', 'Host', 'Location', 'Attendance'],\\n 'member_attendance': ['Member_ID', 'Performance_ID', 'Num_of_Pieces']\\n}\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"selector_correct\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 3373,\n \"samples\": [\n \"{\\n 'user': ['uid', 'user_id', 'name'],\\n 'review': ['rid', 'user_id', 'rating']\\n}\",\n \"{\\n 'Documents': ['document_id', 'document_status_code', 'document_type_code']\\n}\",\n \"{\\n 'state': ['state_name', 'population'],\\n 'highlow': ['state_name', 'highest_point']\\n}\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"schema_llm_t\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 147,\n \"samples\": [\n \"TABLE country (\\n country.Country_ID (INT),\\n country.Name (TEXT),\\n country.Population (INT),\\n country.Area (INT),\\n country.Languages (TEXT),\\n)\\n\\nTABLE roller_coaster (\\n roller_coaster.Roller_Coaster_ID (INT),\\n roller_coaster.Name (TEXT),\\n roller_coaster.Park (TEXT),\\n roller_coaster.Country_ID (INT),\\n roller_coaster.Length (REAL),\\n roller_coaster.Height (REAL),\\n roller_coaster.Speed (TEXT),\\n roller_coaster.Opened (TEXT),\\n roller_coaster.Status (TEXT),\\n)\\n\\n\\nPossible JOINs:\\n\\nroller_coaster.Country_ID = country.Country_ID\\n\",\n \"TABLE circuits (\\n circuits.circuitId (INTEGER),\\n circuits.circuitRef (TEXT),\\n circuits.name (TEXT),\\n circuits.location (TEXT),\\n circuits.country (TEXT),\\n circuits.lat (REAL),\\n circuits.lng (REAL),\\n circuits.alt (TEXT),\\n circuits.url (TEXT),\\n)\\n\\nTABLE constructorResults (\\n constructorResults.constructorResultsId (INTEGER),\\n constructorResults.raceId (INTEGER),\\n constructorResults.constructorId (INTEGER),\\n constructorResults.points (REAL),\\n constructorResults.status (TEXT),\\n)\\n\\nTABLE constructorStandings (\\n constructorStandings.constructorStandingsId (INTEGER),\\n constructorStandings.raceId (INTEGER),\\n constructorStandings.constructorId (INTEGER),\\n constructorStandings.points (REAL),\\n constructorStandings.position (INTEGER),\\n constructorStandings.positionText (TEXT),\\n constructorStandings.wins (INTEGER),\\n)\\n\\nTABLE constructors (\\n constructors.constructorId (INTEGER),\\n constructors.constructorRef (TEXT),\\n constructors.name (TEXT),\\n constructors.nationality (TEXT),\\n constructors.url (TEXT),\\n)\\n\\nTABLE driverStandings (\\n driverStandings.driverStandingsId (INTEGER),\\n driverStandings.raceId (INTEGER),\\n driverStandings.driverId (INTEGER),\\n driverStandings.points (REAL),\\n driverStandings.position (INTEGER),\\n driverStandings.positionText (TEXT),\\n driverStandings.wins (INTEGER),\\n)\\n\\nTABLE drivers (\\n drivers.driverId (INTEGER),\\n drivers.driverRef (TEXT),\\n drivers.number (TEXT),\\n drivers.code (TEXT),\\n drivers.forename (TEXT),\\n drivers.surname (TEXT),\\n drivers.dob (TEXT),\\n drivers.nationality (TEXT),\\n drivers.url (TEXT),\\n)\\n\\nTABLE lapTimes (\\n lapTimes.raceId (INTEGER),\\n lapTimes.driverId (INTEGER),\\n lapTimes.lap (INTEGER),\\n lapTimes.position (INTEGER),\\n lapTimes.time (TEXT),\\n lapTimes.milliseconds (INTEGER),\\n)\\n\\nTABLE pitStops (\\n pitStops.raceId (INTEGER),\\n pitStops.driverId (INTEGER),\\n pitStops.stop (INTEGER),\\n pitStops.lap (INTEGER),\\n pitStops.time (TEXT),\\n pitStops.duration (TEXT),\\n pitStops.milliseconds (INTEGER),\\n)\\n\\nTABLE qualifying (\\n qualifying.qualifyId (INTEGER),\\n qualifying.raceId (INTEGER),\\n qualifying.driverId (INTEGER),\\n qualifying.constructorId (INTEGER),\\n qualifying.number (INTEGER),\\n qualifying.position (INTEGER),\\n qualifying.q1 (TEXT),\\n qualifying.q2 (TEXT),\\n qualifying.q3 (TEXT),\\n)\\n\\nTABLE races (\\n races.raceId (INTEGER),\\n races.year (INTEGER),\\n races.round (INTEGER),\\n races.circuitId (INTEGER),\\n races.name (TEXT),\\n races.date (TEXT),\\n races.time (TEXT),\\n races.url (TEXT),\\n)\\n\\nTABLE results (\\n results.resultId (INTEGER),\\n results.raceId (INTEGER),\\n results.driverId (INTEGER),\\n results.constructorId (INTEGER),\\n results.number (INTEGER),\\n results.grid (INTEGER),\\n results.position (TEXT),\\n results.positionText (TEXT),\\n results.positionOrder (INTEGER),\\n results.points (REAL),\\n results.laps (TEXT),\\n results.time (TEXT),\\n results.milliseconds (TEXT),\\n results.fastestLap (TEXT),\\n results.rank (TEXT),\\n results.fastestLapTime (TEXT),\\n results.fastestLapSpeed (TEXT),\\n results.statusId (INTEGER),\\n)\\n\\nTABLE seasons (\\n seasons.year (INTEGER),\\n seasons.url (TEXT),\\n)\\n\\nTABLE status (\\n status.statusId (INTEGER),\\n status.status (TEXT),\\n)\\n\\n\\nPossible JOINs:\\n\\nconstructorResults.raceId = races.raceId\\nconstructorResults.constructorId = constructors.constructorId\\n\\nconstructorStandings.raceId = races.raceId\\nconstructorStandings.constructorId = constructors.constructorId\\n\\ndriverStandings.raceId = races.raceId\\ndriverStandings.driverId = drivers.driverId\\n\\nlapTimes.raceId = races.raceId\\nlapTimes.driverId = drivers.driverId\\n\\npitStops.raceId = races.raceId\\npitStops.driverId = drivers.driverId\\n\\nqualifying.raceId = races.raceId\\nqualifying.driverId = drivers.driverId\\nqualifying.constructorId = constructors.constructorId\\n\\nraces.circuitId = circuits.circuitId\\n\\nresults.raceId = races.raceId\\nresults.driverId = drivers.driverId\\nresults.constructorId = constructors.constructorId\\n\",\n \"TABLE Customers (\\n Customers.customer_id (INTEGER),\\n Customers.customer_name (VARCHAR(80)),\\n Customers.customer_details (VARCHAR(255)),\\n)\\n\\nTABLE Invoices (\\n Invoices.invoice_number (INTEGER),\\n Invoices.invoice_date (DATETIME),\\n Invoices.invoice_details (VARCHAR(255)),\\n)\\n\\nTABLE Order_Items (\\n Order_Items.order_item_id (INTEGER),\\n Order_Items.product_id (INTEGER),\\n Order_Items.order_id (INTEGER),\\n Order_Items.order_item_status (VARCHAR(10)),\\n Order_Items.order_item_details (VARCHAR(255)),\\n)\\n\\nTABLE Orders (\\n Orders.order_id (INTEGER),\\n Orders.customer_id (INTEGER),\\n Orders.order_status (VARCHAR(10)),\\n Orders.date_order_placed (DATETIME),\\n Orders.order_details (VARCHAR(255)),\\n)\\n\\nTABLE Products (\\n Products.product_id (INTEGER),\\n Products.product_name (VARCHAR(80)),\\n Products.product_details (VARCHAR(255)),\\n)\\n\\nTABLE Shipment_Items (\\n Shipment_Items.shipment_id (INTEGER),\\n Shipment_Items.order_item_id (INTEGER),\\n)\\n\\nTABLE Shipments (\\n Shipments.shipment_id (INTEGER),\\n Shipments.order_id (INTEGER),\\n Shipments.invoice_number (INTEGER),\\n Shipments.shipment_tracking_number (VARCHAR(80)),\\n Shipments.shipment_date (DATETIME),\\n Shipments.other_shipment_details (VARCHAR(255)),\\n)\\n\\n\\nPossible JOINs:\\n\\nOrder_Items.product_id = Products.product_id\\nOrder_Items.order_id = Orders.order_id\\n\\nOrders.customer_id = Customers.customer_id\\n\\nShipment_Items.shipment_id = Shipments.shipment_id\\nShipment_Items.order_item_id = Order_Items.order_item_id\\n\\nShipments.order_id = Orders.order_id\\nShipments.invoice_number = Invoices.invoice_number\\n\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"schema_llm_columns_min_t\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 147,\n \"samples\": [\n \"TABLE country (\\n country.country_id (INT),\\n country.name (TEXT),\\n country.population (INT),\\n country.area (INT),\\n country.languages (TEXT),\\n)\\n\\nTABLE roller_coaster (\\n roller_coaster.roller_coaster_id (INT),\\n roller_coaster.name (TEXT),\\n roller_coaster.park (TEXT),\\n roller_coaster.country_id (INT),\\n roller_coaster.length (REAL),\\n roller_coaster.height (REAL),\\n roller_coaster.speed (TEXT),\\n roller_coaster.opened (TEXT),\\n roller_coaster.status (TEXT),\\n)\\n\\n\\nPossible JOINs:\\n\\nroller_coaster.country_id = country.country_id\\n\",\n \"TABLE circuits (\\n circuits.circuitid (INTEGER),\\n circuits.circuitref (TEXT),\\n circuits.name (TEXT),\\n circuits.location (TEXT),\\n circuits.country (TEXT),\\n circuits.lat (REAL),\\n circuits.lng (REAL),\\n circuits.alt (TEXT),\\n circuits.url (TEXT),\\n)\\n\\nTABLE constructorResults (\\n constructorResults.constructorresultsid (INTEGER),\\n constructorResults.raceid (INTEGER),\\n constructorResults.constructorid (INTEGER),\\n constructorResults.points (REAL),\\n constructorResults.status (TEXT),\\n)\\n\\nTABLE constructorStandings (\\n constructorStandings.constructorstandingsid (INTEGER),\\n constructorStandings.raceid (INTEGER),\\n constructorStandings.constructorid (INTEGER),\\n constructorStandings.points (REAL),\\n constructorStandings.position (INTEGER),\\n constructorStandings.positiontext (TEXT),\\n constructorStandings.wins (INTEGER),\\n)\\n\\nTABLE constructors (\\n constructors.constructorid (INTEGER),\\n constructors.constructorref (TEXT),\\n constructors.name (TEXT),\\n constructors.nationality (TEXT),\\n constructors.url (TEXT),\\n)\\n\\nTABLE driverStandings (\\n driverStandings.driverstandingsid (INTEGER),\\n driverStandings.raceid (INTEGER),\\n driverStandings.driverid (INTEGER),\\n driverStandings.points (REAL),\\n driverStandings.position (INTEGER),\\n driverStandings.positiontext (TEXT),\\n driverStandings.wins (INTEGER),\\n)\\n\\nTABLE drivers (\\n drivers.driverid (INTEGER),\\n drivers.driverref (TEXT),\\n drivers.number (TEXT),\\n drivers.code (TEXT),\\n drivers.forename (TEXT),\\n drivers.surname (TEXT),\\n drivers.dob (TEXT),\\n drivers.nationality (TEXT),\\n drivers.url (TEXT),\\n)\\n\\nTABLE lapTimes (\\n lapTimes.raceid (INTEGER),\\n lapTimes.driverid (INTEGER),\\n lapTimes.lap (INTEGER),\\n lapTimes.position (INTEGER),\\n lapTimes.time (TEXT),\\n lapTimes.milliseconds (INTEGER),\\n)\\n\\nTABLE pitStops (\\n pitStops.raceid (INTEGER),\\n pitStops.driverid (INTEGER),\\n pitStops.stop (INTEGER),\\n pitStops.lap (INTEGER),\\n pitStops.time (TEXT),\\n pitStops.duration (TEXT),\\n pitStops.milliseconds (INTEGER),\\n)\\n\\nTABLE qualifying (\\n qualifying.qualifyid (INTEGER),\\n qualifying.raceid (INTEGER),\\n qualifying.driverid (INTEGER),\\n qualifying.constructorid (INTEGER),\\n qualifying.number (INTEGER),\\n qualifying.position (INTEGER),\\n qualifying.q1 (TEXT),\\n qualifying.q2 (TEXT),\\n qualifying.q3 (TEXT),\\n)\\n\\nTABLE races (\\n races.raceid (INTEGER),\\n races.year (INTEGER),\\n races.round (INTEGER),\\n races.circuitid (INTEGER),\\n races.name (TEXT),\\n races.date (TEXT),\\n races.time (TEXT),\\n races.url (TEXT),\\n)\\n\\nTABLE results (\\n results.resultid (INTEGER),\\n results.raceid (INTEGER),\\n results.driverid (INTEGER),\\n results.constructorid (INTEGER),\\n results.number (INTEGER),\\n results.grid (INTEGER),\\n results.position (TEXT),\\n results.positiontext (TEXT),\\n results.positionorder (INTEGER),\\n results.points (REAL),\\n results.laps (TEXT),\\n results.time (TEXT),\\n results.milliseconds (TEXT),\\n results.fastestlap (TEXT),\\n results.rank (TEXT),\\n results.fastestlaptime (TEXT),\\n results.fastestlapspeed (TEXT),\\n results.statusid (INTEGER),\\n)\\n\\nTABLE seasons (\\n seasons.year (INTEGER),\\n seasons.url (TEXT),\\n)\\n\\nTABLE status (\\n status.statusid (INTEGER),\\n status.status (TEXT),\\n)\\n\\n\\nPossible JOINs:\\n\\nconstructorResults.raceid = races.raceid\\nconstructorResults.constructorid = constructors.constructorid\\n\\nconstructorStandings.raceid = races.raceid\\nconstructorStandings.constructorid = constructors.constructorid\\n\\ndriverStandings.raceid = races.raceid\\ndriverStandings.driverid = drivers.driverid\\n\\nlapTimes.raceid = races.raceid\\nlapTimes.driverid = drivers.driverid\\n\\npitStops.raceid = races.raceid\\npitStops.driverid = drivers.driverid\\n\\nqualifying.raceid = races.raceid\\nqualifying.driverid = drivers.driverid\\nqualifying.constructorid = constructors.constructorid\\n\\nraces.circuitid = circuits.circuitid\\n\\nresults.raceid = races.raceid\\nresults.driverid = drivers.driverid\\nresults.constructorid = constructors.constructorid\\n\",\n \"TABLE Customers (\\n Customers.customer_id (INTEGER),\\n Customers.customer_name (VARCHAR(80)),\\n Customers.customer_details (VARCHAR(255)),\\n)\\n\\nTABLE Invoices (\\n Invoices.invoice_number (INTEGER),\\n Invoices.invoice_date (DATETIME),\\n Invoices.invoice_details (VARCHAR(255)),\\n)\\n\\nTABLE Order_Items (\\n Order_Items.order_item_id (INTEGER),\\n Order_Items.product_id (INTEGER),\\n Order_Items.order_id (INTEGER),\\n Order_Items.order_item_status (VARCHAR(10)),\\n Order_Items.order_item_details (VARCHAR(255)),\\n)\\n\\nTABLE Orders (\\n Orders.order_id (INTEGER),\\n Orders.customer_id (INTEGER),\\n Orders.order_status (VARCHAR(10)),\\n Orders.date_order_placed (DATETIME),\\n Orders.order_details (VARCHAR(255)),\\n)\\n\\nTABLE Products (\\n Products.product_id (INTEGER),\\n Products.product_name (VARCHAR(80)),\\n Products.product_details (VARCHAR(255)),\\n)\\n\\nTABLE Shipment_Items (\\n Shipment_Items.shipment_id (INTEGER),\\n Shipment_Items.order_item_id (INTEGER),\\n)\\n\\nTABLE Shipments (\\n Shipments.shipment_id (INTEGER),\\n Shipments.order_id (INTEGER),\\n Shipments.invoice_number (INTEGER),\\n Shipments.shipment_tracking_number (VARCHAR(80)),\\n Shipments.shipment_date (DATETIME),\\n Shipments.other_shipment_details (VARCHAR(255)),\\n)\\n\\n\\nPossible JOINs:\\n\\nOrder_Items.product_id = Products.product_id\\nOrder_Items.order_id = Orders.order_id\\n\\nOrders.customer_id = Customers.customer_id\\n\\nShipment_Items.shipment_id = Shipments.shipment_id\\nShipment_Items.order_item_id = Order_Items.order_item_id\\n\\nShipments.order_id = Orders.order_id\\nShipments.invoice_number = Invoices.invoice_number\\n\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"schema_llm_all_min_t\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 147,\n \"samples\": [\n \"TABLE country (\\n country.country_id (INT),\\n country.name (TEXT),\\n country.population (INT),\\n country.area (INT),\\n country.languages (TEXT),\\n)\\n\\nTABLE roller_coaster (\\n roller_coaster.roller_coaster_id (INT),\\n roller_coaster.name (TEXT),\\n roller_coaster.park (TEXT),\\n roller_coaster.country_id (INT),\\n roller_coaster.length (REAL),\\n roller_coaster.height (REAL),\\n roller_coaster.speed (TEXT),\\n roller_coaster.opened (TEXT),\\n roller_coaster.status (TEXT),\\n)\\n\\n\\nPossible JOINs:\\n\\nroller_coaster.country_id = country.country_id\\n\",\n \"TABLE circuits (\\n circuits.circuitid (INTEGER),\\n circuits.circuitref (TEXT),\\n circuits.name (TEXT),\\n circuits.location (TEXT),\\n circuits.country (TEXT),\\n circuits.lat (REAL),\\n circuits.lng (REAL),\\n circuits.alt (TEXT),\\n circuits.url (TEXT),\\n)\\n\\nTABLE constructorresults (\\n constructorresults.constructorresultsid (INTEGER),\\n constructorresults.raceid (INTEGER),\\n constructorresults.constructorid (INTEGER),\\n constructorresults.points (REAL),\\n constructorresults.status (TEXT),\\n)\\n\\nTABLE constructorstandings (\\n constructorstandings.constructorstandingsid (INTEGER),\\n constructorstandings.raceid (INTEGER),\\n constructorstandings.constructorid (INTEGER),\\n constructorstandings.points (REAL),\\n constructorstandings.position (INTEGER),\\n constructorstandings.positiontext (TEXT),\\n constructorstandings.wins (INTEGER),\\n)\\n\\nTABLE constructors (\\n constructors.constructorid (INTEGER),\\n constructors.constructorref (TEXT),\\n constructors.name (TEXT),\\n constructors.nationality (TEXT),\\n constructors.url (TEXT),\\n)\\n\\nTABLE driverstandings (\\n driverstandings.driverstandingsid (INTEGER),\\n driverstandings.raceid (INTEGER),\\n driverstandings.driverid (INTEGER),\\n driverstandings.points (REAL),\\n driverstandings.position (INTEGER),\\n driverstandings.positiontext (TEXT),\\n driverstandings.wins (INTEGER),\\n)\\n\\nTABLE drivers (\\n drivers.driverid (INTEGER),\\n drivers.driverref (TEXT),\\n drivers.number (TEXT),\\n drivers.code (TEXT),\\n drivers.forename (TEXT),\\n drivers.surname (TEXT),\\n drivers.dob (TEXT),\\n drivers.nationality (TEXT),\\n drivers.url (TEXT),\\n)\\n\\nTABLE laptimes (\\n laptimes.raceid (INTEGER),\\n laptimes.driverid (INTEGER),\\n laptimes.lap (INTEGER),\\n laptimes.position (INTEGER),\\n laptimes.time (TEXT),\\n laptimes.milliseconds (INTEGER),\\n)\\n\\nTABLE pitstops (\\n pitstops.raceid (INTEGER),\\n pitstops.driverid (INTEGER),\\n pitstops.stop (INTEGER),\\n pitstops.lap (INTEGER),\\n pitstops.time (TEXT),\\n pitstops.duration (TEXT),\\n pitstops.milliseconds (INTEGER),\\n)\\n\\nTABLE qualifying (\\n qualifying.qualifyid (INTEGER),\\n qualifying.raceid (INTEGER),\\n qualifying.driverid (INTEGER),\\n qualifying.constructorid (INTEGER),\\n qualifying.number (INTEGER),\\n qualifying.position (INTEGER),\\n qualifying.q1 (TEXT),\\n qualifying.q2 (TEXT),\\n qualifying.q3 (TEXT),\\n)\\n\\nTABLE races (\\n races.raceid (INTEGER),\\n races.year (INTEGER),\\n races.round (INTEGER),\\n races.circuitid (INTEGER),\\n races.name (TEXT),\\n races.date (TEXT),\\n races.time (TEXT),\\n races.url (TEXT),\\n)\\n\\nTABLE results (\\n results.resultid (INTEGER),\\n results.raceid (INTEGER),\\n results.driverid (INTEGER),\\n results.constructorid (INTEGER),\\n results.number (INTEGER),\\n results.grid (INTEGER),\\n results.position (TEXT),\\n results.positiontext (TEXT),\\n results.positionorder (INTEGER),\\n results.points (REAL),\\n results.laps (TEXT),\\n results.time (TEXT),\\n results.milliseconds (TEXT),\\n results.fastestlap (TEXT),\\n results.rank (TEXT),\\n results.fastestlaptime (TEXT),\\n results.fastestlapspeed (TEXT),\\n results.statusid (INTEGER),\\n)\\n\\nTABLE seasons (\\n seasons.year (INTEGER),\\n seasons.url (TEXT),\\n)\\n\\nTABLE status (\\n status.statusid (INTEGER),\\n status.status (TEXT),\\n)\\n\\n\\nPossible JOINs:\\n\\nconstructorresults.raceid = races.raceid\\nconstructorresults.constructorid = constructors.constructorid\\n\\nconstructorstandings.raceid = races.raceid\\nconstructorstandings.constructorid = constructors.constructorid\\n\\ndriverstandings.raceid = races.raceid\\ndriverstandings.driverid = drivers.driverid\\n\\nlaptimes.raceid = races.raceid\\nlaptimes.driverid = drivers.driverid\\n\\npitstops.raceid = races.raceid\\npitstops.driverid = drivers.driverid\\n\\nqualifying.raceid = races.raceid\\nqualifying.driverid = drivers.driverid\\nqualifying.constructorid = constructors.constructorid\\n\\nraces.circuitid = circuits.circuitid\\n\\nresults.raceid = races.raceid\\nresults.driverid = drivers.driverid\\nresults.constructorid = constructors.constructorid\\n\",\n \"TABLE customers (\\n customers.customer_id (INTEGER),\\n customers.customer_name (VARCHAR(80)),\\n customers.customer_details (VARCHAR(255)),\\n)\\n\\nTABLE invoices (\\n invoices.invoice_number (INTEGER),\\n invoices.invoice_date (DATETIME),\\n invoices.invoice_details (VARCHAR(255)),\\n)\\n\\nTABLE order_items (\\n order_items.order_item_id (INTEGER),\\n order_items.product_id (INTEGER),\\n order_items.order_id (INTEGER),\\n order_items.order_item_status (VARCHAR(10)),\\n order_items.order_item_details (VARCHAR(255)),\\n)\\n\\nTABLE orders (\\n orders.order_id (INTEGER),\\n orders.customer_id (INTEGER),\\n orders.order_status (VARCHAR(10)),\\n orders.date_order_placed (DATETIME),\\n orders.order_details (VARCHAR(255)),\\n)\\n\\nTABLE products (\\n products.product_id (INTEGER),\\n products.product_name (VARCHAR(80)),\\n products.product_details (VARCHAR(255)),\\n)\\n\\nTABLE shipment_items (\\n shipment_items.shipment_id (INTEGER),\\n shipment_items.order_item_id (INTEGER),\\n)\\n\\nTABLE shipments (\\n shipments.shipment_id (INTEGER),\\n shipments.order_id (INTEGER),\\n shipments.invoice_number (INTEGER),\\n shipments.shipment_tracking_number (VARCHAR(80)),\\n shipments.shipment_date (DATETIME),\\n shipments.other_shipment_details (VARCHAR(255)),\\n)\\n\\n\\nPossible JOINs:\\n\\norder_items.product_id = products.product_id\\norder_items.order_id = orders.order_id\\n\\norders.customer_id = customers.customer_id\\n\\nshipment_items.shipment_id = shipments.shipment_id\\nshipment_items.order_item_id = order_items.order_item_id\\n\\nshipments.order_id = orders.order_id\\nshipments.invoice_number = invoices.invoice_number\\n\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"text\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 8647,\n \"samples\": [\n \"<|user|>\\n# System:\\nGiven a user question and the schema of a database, your task is to generate an JSON with the the names of tables and columns of the schema that the question is referring to.\\n\\n# Schema:\\n```sql\\nTABLE event (\\n event.ID (INT),\\n event.Name (TEXT),\\n event.Stadium_ID (INT),\\n event.Year (TEXT),\\n)\\n\\nTABLE record (\\n record.ID (INT),\\n record.Result (TEXT),\\n record.Swimmer_ID (INT),\\n record.Event_ID (INT),\\n)\\n\\nTABLE stadium (\\n stadium.ID (INT),\\n stadium.name (TEXT),\\n stadium.Capacity (INT),\\n stadium.City (TEXT),\\n stadium.Country (TEXT),\\n stadium.Opening_year (INT),\\n)\\n\\nTABLE swimmer (\\n swimmer.ID (INT),\\n swimmer.name (TEXT),\\n swimmer.Nationality (TEXT),\\n swimmer.meter_100 (REAL),\\n swimmer.meter_200 (TEXT),\\n swimmer.meter_300 (TEXT),\\n swimmer.meter_400 (TEXT),\\n swimmer.meter_500 (TEXT),\\n swimmer.meter_600 (TEXT),\\n swimmer.meter_700 (TEXT),\\n swimmer.Time (TEXT),\\n)\\n\\n\\nPossible JOINs:\\n\\nevent.Stadium_ID = stadium.ID\\n\\nrecord.Swimmer_ID = swimmer.ID\\nrecord.Event_ID = event.ID\\n\\n```\\n\\n# Question: Which countries do not have a stadium that was opened after 2006?\\n<|assistant|>\\n```json\\n{ 'stadium': ['ID', 'Country', 'Opening_year'] }\\n```\\n\",\n \"<|user|>\\n# System:\\nGiven a user question and the schema of a database, your task is to generate an JSON with the the names of tables and columns of the schema that the question is referring to.\\n\\n# Schema:\\n```sql\\nTABLE film (\\n film.Film_ID (INT),\\n film.Title (TEXT),\\n film.Studio (TEXT),\\n film.Director (TEXT),\\n film.Gross_in_dollar (INT),\\n)\\n\\nTABLE film_market_estimation (\\n film_market_estimation.Estimation_ID (INT),\\n film_market_estimation.Low_Estimate (REAL),\\n film_market_estimation.High_Estimate (REAL),\\n film_market_estimation.Film_ID (INT),\\n film_market_estimation.Type (TEXT),\\n film_market_estimation.Market_ID (INT),\\n film_market_estimation.Year (INT),\\n)\\n\\nTABLE market (\\n market.Market_ID (INT),\\n market.Country (TEXT),\\n market.Number_cities (INT),\\n)\\n\\n\\nPossible JOINs:\\n\\nfilm_market_estimation.Film_ID = film.Film_ID\\nfilm_market_estimation.Market_ID = market.Market_ID\\n\\n```\\n\\n# Question: How many film are there?\\n<|assistant|>\\n```json\\n{ 'film': ['Film_ID'] }\\n```\\n\",\n \"<|user|>\\n# System:\\nGiven a user question and the schema of a database, your task is to generate an JSON with the the names of tables and columns of the schema that the question is referring to.\\n\\n# Schema:\\n```sql\\nTABLE book (\\n book.Book_ID (INT),\\n book.Title (TEXT),\\n book.Issues (REAL),\\n book.Writer (TEXT),\\n)\\n\\nTABLE publication (\\n publication.Publication_ID (INT),\\n publication.Book_ID (INT),\\n publication.Publisher (TEXT),\\n publication.Publication_Date (TEXT),\\n publication.Price (REAL),\\n)\\n\\n\\nPossible JOINs:\\n\\npublication.Book_ID = book.Book_ID\\n\\n```\\n\\n# Question: Show the title and publication dates of books.\\n<|assistant|>\\n```json\\n{ 'book': ['Book_ID', 'Title'],\\n 'publication': ['Publication_ID', 'Book_ID', 'Publication_Date'] }\\n```\\n\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 18 } ] }, { "cell_type": "code", "source": [ "# df['n_tokens'] = df['text'].apply(lambda x: len(tokenizer.encode(x)))" ], "metadata": { "id": "-8OByl30hBp7" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# import seaborn as sns\n", "# sns.histplot(df['n_tokens'])" ], "metadata": { "id": "kFMVR-l6hRmx" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "TxrNQ8OGvToc", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "ef097338-62d7-4414-e139-07f4c477ccb6" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "<|user|>\n", "# System:\n", "Given a user question and the schema of a database, your task is to generate an JSON with the the names of tables and columns of the schema that the question is referring to.\n", "\n", "# Schema:\n", "```sql\n", "TABLE city (\n", " city.City_ID (INT),\n", " city.Official_Name (TEXT),\n", " city.Status (TEXT),\n", " city.Area_km_2 (REAL),\n", " city.Population (REAL),\n", " city.Census_Ranking (TEXT),\n", ")\n", "\n", "TABLE competition_record (\n", " competition_record.Competition_ID (INT),\n", " competition_record.Farm_ID (INT),\n", " competition_record.Rank (INT),\n", ")\n", "\n", "TABLE farm (\n", " farm.Farm_ID (INT),\n", " farm.Year (INT),\n", " farm.Total_Horses (REAL),\n", " farm.Working_Horses (REAL),\n", " farm.Total_Cattle (REAL),\n", " farm.Oxen (REAL),\n", " farm.Bulls (REAL),\n", " farm.Cows (REAL),\n", " farm.Pigs (REAL),\n", " farm.Sheep_and_Goats (REAL),\n", ")\n", "\n", "TABLE farm_competition (\n", " farm_competition.Competition_ID (INT),\n", " farm_competition.Year (INT),\n", " farm_competition.Theme (TEXT),\n", " farm_competition.Host_city_ID (INT),\n", " farm_competition.Hosts (TEXT),\n", ")\n", "\n", "\n", "Possible JOINs:\n", "\n", "competition_record.Competition_ID = farm_competition.Competition_ID\n", "competition_record.Farm_ID = farm.Farm_ID\n", "\n", "farm_competition.Host_city_ID = city.City_ID\n", "\n", "```\n", "\n", "# Question: Show the status shared by cities with population bigger than 1500 and smaller than 500.\n", "<|assistant|>\n", "```json\n", "{ 'city': ['City_ID', 'Status', 'Population'] }\n", "```\n", "\n" ] } ], "source": [ "print(df['text'][df.index[50]])" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "jgNv1q3IA4J2" }, "outputs": [], "source": [ "_df = pd.DataFrame(columns=['text'])\n", "_df['text'] = df.sample(frac=1, random_state=14).reset_index(drop=True)['text']\n", "_df = Dataset.from_pandas(_df)\n", "_df = _df.train_test_split(test_size=0.01, shuffle=True, seed=14)\n", "train_dataset, valid_dataset = _df[\"train\"], _df[\"test\"]" ] }, { "cell_type": "markdown", "metadata": { "id": "DWpXeuO_KlLS" }, "source": [ "### Finetuning" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "0oVpZDj1AXY9", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "0f36ed2b-706f-421f-ba4f-c276a9fc882e" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "The token has not been saved to the git credentials helper. Pass `add_to_git_credential=True` in this function directly or `--add-to-git-credential` if using via `huggingface-cli` if you want to set the git credential as well.\n", "Token is valid (permission: write).\n", "Your token has been saved to /root/.cache/huggingface/token\n", "Login successful\n" ] } ], "source": [ "from huggingface_hub import login, create_repo\n", "import wandb\n", "import os\n", "\n", "token = WRITE_TOKEN\n", "login(token=token)\n", "set_seed(1234)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "KRhO7UJ-Q4Y8" }, "outputs": [], "source": [ "def find_all_linear_names(model, new_tokens=False):\n", " lora_module_names = set()\n", " for name, module in model.named_modules():\n", " if isinstance(module, bnb.nn.Linear4bit) or isinstance(module, bnb.nn.Linear8bitLt):\n", " names = name.split(\".\")\n", " lora_module_names.add(names[0] if len(names) == 1 else names[-1])\n", " if(new_tokens):\n", " lora_module_names.add(\"lm_head\")\n", " return list(lora_module_names)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "L0qqP5Y9PtRh", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "7f76a175-366e-4767-f746-9a81338032ea" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Found 7 modules to quantize: ['down_proj', 'v_proj', 'gate_proj', 'k_proj', 'q_proj', 'o_proj', 'up_proj']\n" ] } ], "source": [ "modules = find_all_linear_names(model)\n", "print(f\"Found {len(modules)} modules to quantize: {modules}\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "uFUnJrbjPwAT" }, "outputs": [], "source": [ "peft_config = LoraConfig(\n", " lora_alpha=128,\n", " lora_dropout=0.1,\n", " r=64,\n", " target_modules=modules,\n", " # modules_to_save=[\"embed_tokens\"],\n", ")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "buh0o2P2jwbx" }, "outputs": [], "source": [ "torch.cuda.empty_cache()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "9bD7ea0F-GQn", "colab": { "base_uri": "https://localhost:8080/", "height": 555, "referenced_widgets": [ "84353ef40c4848b890109dc6d950a8a8", "f0d1e144093c4f138315d2cb658e8ae4", "d340f6b7a82f4dfc80b7b7f1030defc1", "99874cc7b8aa4b64a668234a10997b02", "33e506f2a0534de898d06640bdcfa407", "0d4fc4f818bf4cfea99dd581373c1484", "a42e50c4c1f54b14804e3c3649c39cbc", "ae3d57aa3e7642c4872c006412abe81b", "bc1de4c5182649c1a6785816b8878620", "332b440ce87c4addbb264f7087c9a909", "69cfbe335f1b46a38f0ee22e5ff949ec", "f20b7242f9164296ba7b5b89b32d8505", "343b0113c6074e4182b17c40c681e38f", "9a1b4e73aaa247928f552389e776809d", "2ee6d385c5b8409eb662ee9c4dda6460", "c7f03025d0f44d7c951d31db5a3977ef", "21c90f188d5c46d69cbb4c9fd81ca637", "3c289ed95a484c8c939df6bf2848b98f", "30e3e79ad8fd4186b62943f6d48a26ee", "67178fa494dd4840b274d79b1e30ca27", "804d7dcc6d294e3cb9705b48fa958db7", "30bbccb7d9144538a10ec0c35e834479" ] }, "outputId": "acea353b-6fc5-41e8-c2c4-233c044212ee" }, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "/usr/local/lib/python3.10/dist-packages/huggingface_hub/utils/_deprecation.py:100: FutureWarning: Deprecated argument(s) used in '__init__': dataset_text_field, max_seq_length. Will not be supported from version '1.0.0'.\n", "\n", "Deprecated positional argument(s) used in SFTTrainer, please use the SFTConfig to set these arguments instead.\n", " warnings.warn(message, FutureWarning)\n", "/usr/local/lib/python3.10/dist-packages/trl/trainer/sft_trainer.py:283: UserWarning: You passed a `max_seq_length` argument to the SFTTrainer, the value you passed will override the one in the `SFTConfig`.\n", " warnings.warn(\n", "/usr/local/lib/python3.10/dist-packages/trl/trainer/sft_trainer.py:321: UserWarning: You passed a `dataset_text_field` argument to the SFTTrainer, the value you passed will override the one in the `SFTConfig`.\n", " warnings.warn(\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "Map: 0%| | 0/8569 [00:00" ], "text/html": [ "\n", "
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StepTraining LossValidation Loss
52500.0227000.069724

" ] }, "metadata": {} }, { "output_type": "stream", "name": "stderr", "text": [ "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/eval_frame.py:600: UserWarning: torch.utils.checkpoint: the use_reentrant parameter should be passed explicitly. In version 2.4 we will raise an exception if use_reentrant is not passed. use_reentrant=False is recommended, but if you need to preserve the current default behavior, you can pass use_reentrant=True. Refer to docs for more details on the differences between the two variants.\n", " return fn(*args, **kwargs)\n", "/usr/local/lib/python3.10/dist-packages/torch/utils/checkpoint.py:295: FutureWarning: `torch.cpu.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cpu', args...)` instead.\n", " with torch.enable_grad(), device_autocast_ctx, torch.cpu.amp.autocast(**ctx.cpu_autocast_kwargs): # type: ignore[attr-defined]\n" ] } ], "source": [ "steps=250\n", "strategy=\"steps\"\n", "\n", "trainer = SFTTrainer(\n", " model= model,\n", " tokenizer=tokenizer,\n", "\n", " train_dataset=train_dataset,\n", " eval_dataset=valid_dataset,\n", "\n", " peft_config=peft_config,\n", "\n", " dataset_text_field=\"text\",\n", " max_seq_length=2048,\n", " args= TrainingArguments(\n", " output_dir=\"out\",\n", "\n", " save_strategy=strategy,\n", " save_steps= steps,\n", "\n", " logging_strategy=strategy,\n", " logging_steps=steps,\n", " logging_dir=\"out/logs\",\n", "\n", " eval_strategy=strategy,\n", " eval_steps=steps,\n", "\n", " num_train_epochs=5,\n", " per_device_train_batch_size=1,\n", " per_device_eval_batch_size=1,\n", " gradient_accumulation_steps=8,\n", " gradient_checkpointing=True,\n", " fp16=True,\n", " bf16=False,\n", "\n", " optim=\"paged_adamw_8bit\",\n", " learning_rate=1e-4,\n", " weight_decay=0.001,\n", " max_grad_norm=0.3,\n", " max_steps=-1,\n", " warmup_ratio=0.03,\n", " group_by_length=True,\n", " lr_scheduler_type=\"cosine\",\n", " seed= seed,\n", "\n", "\n", " report_to=[\"tensorboard\"],\n", " push_to_hub=True,\n", " hub_strategy=\"all_checkpoints\",\n", " hub_model_id=out_name,\n", "\n", " label_names=[\"labels\"]\n", " )\n", "\n", ")\n", "if(prev_checkpoint != None):\n", " trainer.train(f\"out/{prev_checkpoint}\")\n", "else:\n", " trainer.train()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "i39Ov4dsGv77", "colab": { "base_uri": "https://localhost:8080/", "height": 86 }, "outputId": "c633a093-5eff-4032-eb4c-30b074e0f6f2" }, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "No files have been modified since last commit. Skipping to prevent empty commit.\n", "WARNING:huggingface_hub.hf_api:No files have been modified since last commit. Skipping to prevent empty commit.\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "CommitInfo(commit_url='https://huggingface.co/lleticiasilvaa/TinyLlama-1.1B-Chat-SchemaLinking-v1/commit/22feb0b4a972eeb9eedbd6f538cc53379d433191', commit_message='End of training', commit_description='', oid='22feb0b4a972eeb9eedbd6f538cc53379d433191', pr_url=None, pr_revision=None, pr_num=None)" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" } }, "metadata": {}, "execution_count": 30 } ], "source": [ "trainer.push_to_hub()" ] } ], "metadata": { "accelerator": "GPU", "colab": { "gpuType": "T4", "provenance": [] }, "kernelspec": { "display_name": "default:Python", "language": "python", "name": "conda-env-default-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.16" }, 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