Created
February 16, 2025 09:07
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Python functools.partial examples
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{ | |
"cells": [ | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"end_time": "2025-01-18T15:51:03.869147Z", | |
"start_time": "2025-01-18T15:51:03.864894Z" | |
} | |
}, | |
"cell_type": "code", | |
"source": [ | |
"def multiply(x, y):\n", | |
" return x * y" | |
], | |
"id": "7daf5567e4526f98", | |
"outputs": [], | |
"execution_count": 1 | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"end_time": "2025-01-18T15:51:07.450625Z", | |
"start_time": "2025-01-18T15:51:07.445103Z" | |
} | |
}, | |
"cell_type": "code", | |
"source": "multiply(2, 3)", | |
"id": "1c9b7a7100c82e97", | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"6" | |
] | |
}, | |
"execution_count": 2, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"execution_count": 2 | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"end_time": "2025-01-18T15:51:20.831614Z", | |
"start_time": "2025-01-18T15:51:20.828801Z" | |
} | |
}, | |
"cell_type": "code", | |
"source": [ | |
"print(multiply(2, 3))\n", | |
"print(multiply(2, 4))\n", | |
"print(multiply(2, 5))" | |
], | |
"id": "72d57525a55b44a9", | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"6\n", | |
"8\n", | |
"10\n" | |
] | |
} | |
], | |
"execution_count": 3 | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"end_time": "2025-01-18T15:51:54.840788Z", | |
"start_time": "2025-01-18T15:51:54.838891Z" | |
} | |
}, | |
"cell_type": "code", | |
"source": "from functools import partial", | |
"id": "324d66f7d7c26048", | |
"outputs": [], | |
"execution_count": 4 | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"end_time": "2025-01-18T15:52:10.799357Z", | |
"start_time": "2025-01-18T15:52:10.797019Z" | |
} | |
}, | |
"cell_type": "code", | |
"source": [ | |
"double = partial(multiply, 2)\n", | |
"print(double)" | |
], | |
"id": "2c7521ebd6e4f172", | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"functools.partial(<function multiply at 0x1045a1620>, 2)\n" | |
] | |
} | |
], | |
"execution_count": 5 | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"end_time": "2025-01-18T15:52:36.951047Z", | |
"start_time": "2025-01-18T15:52:36.948692Z" | |
} | |
}, | |
"cell_type": "code", | |
"source": "double(3)", | |
"id": "aae221e14318e1", | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"6" | |
] | |
}, | |
"execution_count": 6, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"execution_count": 6 | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"end_time": "2025-01-18T15:52:55.241475Z", | |
"start_time": "2025-01-18T15:52:55.237132Z" | |
} | |
}, | |
"cell_type": "code", | |
"source": [ | |
"print(double(4))\n", | |
"print(double(5))" | |
], | |
"id": "c18f30e2b97acea", | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"8\n", | |
"10\n" | |
] | |
} | |
], | |
"execution_count": 7 | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"end_time": "2025-01-18T15:53:26.988555Z", | |
"start_time": "2025-01-18T15:53:26.985061Z" | |
} | |
}, | |
"cell_type": "code", | |
"source": [ | |
"triple = partial(multiply, 3)\n", | |
"\n", | |
"print(triple(2))\n", | |
"print(triple(3))\n", | |
"print(triple(4))" | |
], | |
"id": "1edf2cbd0d70e62e", | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"6\n", | |
"9\n", | |
"12\n" | |
] | |
} | |
], | |
"execution_count": 8 | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"end_time": "2025-01-18T15:54:49.697476Z", | |
"start_time": "2025-01-18T15:54:49.694592Z" | |
} | |
}, | |
"cell_type": "code", | |
"source": [ | |
"calc_amount = partial(multiply, 5, 9)\n", | |
"print(calc_amount)" | |
], | |
"id": "36f412eba1f5c7a2", | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"functools.partial(<function multiply at 0x1045a1620>, 5, 9)\n" | |
] | |
} | |
], | |
"execution_count": 9 | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"end_time": "2025-01-18T15:54:59.034281Z", | |
"start_time": "2025-01-18T15:54:59.031514Z" | |
} | |
}, | |
"cell_type": "code", | |
"source": "calc_amount()", | |
"id": "954d5fb6647a5008", | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"45" | |
] | |
}, | |
"execution_count": 10, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"execution_count": 10 | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"end_time": "2025-01-18T15:55:41.487903Z", | |
"start_time": "2025-01-18T15:55:41.485680Z" | |
} | |
}, | |
"cell_type": "code", | |
"source": [ | |
"calc_amount7 = partial(multiply, 7, y=9)\n", | |
"print(calc_amount7)" | |
], | |
"id": "91d50b3631961887", | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"functools.partial(<function multiply at 0x1045a1620>, 7, y=9)\n" | |
] | |
} | |
], | |
"execution_count": 11 | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"end_time": "2025-01-18T15:55:50.567170Z", | |
"start_time": "2025-01-18T15:55:50.562470Z" | |
} | |
}, | |
"cell_type": "code", | |
"source": "calc_amount7()", | |
"id": "83affc852a60b079", | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"63" | |
] | |
}, | |
"execution_count": 12, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"execution_count": 12 | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"end_time": "2025-01-18T15:56:47.416590Z", | |
"start_time": "2025-01-18T15:56:47.414241Z" | |
} | |
}, | |
"cell_type": "code", | |
"source": [ | |
"def power(num, exponent):\n", | |
" return num**exponent" | |
], | |
"id": "3306667d79240b0e", | |
"outputs": [], | |
"execution_count": 13 | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"end_time": "2025-01-18T15:56:51.030003Z", | |
"start_time": "2025-01-18T15:56:51.025379Z" | |
} | |
}, | |
"cell_type": "code", | |
"source": "power(2, 3)", | |
"id": "5797414a5139eab3", | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"8" | |
] | |
}, | |
"execution_count": 14, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"execution_count": 14 | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"end_time": "2025-01-18T15:56:57.388375Z", | |
"start_time": "2025-01-18T15:56:57.385342Z" | |
} | |
}, | |
"cell_type": "code", | |
"source": "power(3, 2)", | |
"id": "f1fdc98f6cf8e106", | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"9" | |
] | |
}, | |
"execution_count": 15, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"execution_count": 15 | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"end_time": "2025-01-18T15:57:18.472403Z", | |
"start_time": "2025-01-18T15:57:18.465383Z" | |
} | |
}, | |
"cell_type": "code", | |
"source": "power(10, 2)", | |
"id": "9fab9396c459926c", | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"100" | |
] | |
}, | |
"execution_count": 16, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"execution_count": 16 | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"end_time": "2025-01-18T15:57:24.479266Z", | |
"start_time": "2025-01-18T15:57:24.476605Z" | |
} | |
}, | |
"cell_type": "code", | |
"source": "power(2, 10)", | |
"id": "59f8905e0a9ee733", | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"1024" | |
] | |
}, | |
"execution_count": 17, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"execution_count": 17 | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"end_time": "2025-01-18T15:57:52.978409Z", | |
"start_time": "2025-01-18T15:57:52.975770Z" | |
} | |
}, | |
"cell_type": "code", | |
"source": "power(exponent=2, num=10)", | |
"id": "e2d36ec18c8d50ec", | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"100" | |
] | |
}, | |
"execution_count": 18, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"execution_count": 18 | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"end_time": "2025-01-18T15:58:49.049682Z", | |
"start_time": "2025-01-18T15:58:49.046487Z" | |
} | |
}, | |
"cell_type": "code", | |
"source": [ | |
"two_to_power = partial(power, 2)\n", | |
"print(two_to_power)" | |
], | |
"id": "26828044b3985b74", | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"functools.partial(<function power at 0x1045a2d40>, 2)\n" | |
] | |
} | |
], | |
"execution_count": 19 | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"end_time": "2025-01-18T15:58:58.640213Z", | |
"start_time": "2025-01-18T15:58:58.637966Z" | |
} | |
}, | |
"cell_type": "code", | |
"source": "two_to_power(2)", | |
"id": "6e4275bb4083538a", | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"4" | |
] | |
}, | |
"execution_count": 20, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"execution_count": 20 | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"end_time": "2025-01-18T15:59:07.172132Z", | |
"start_time": "2025-01-18T15:59:07.169498Z" | |
} | |
}, | |
"cell_type": "code", | |
"source": [ | |
"print(two_to_power(3))\n", | |
"print(two_to_power(4))" | |
], | |
"id": "24e7a03de73a6e85", | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"8\n", | |
"16\n" | |
] | |
} | |
], | |
"execution_count": 21 | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"end_time": "2025-01-18T15:59:40.134031Z", | |
"start_time": "2025-01-18T15:59:40.131896Z" | |
} | |
}, | |
"cell_type": "code", | |
"source": [ | |
"square = partial(power, exponent=2)\n", | |
"print(square)" | |
], | |
"id": "d734c763b0b4aba", | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"functools.partial(<function power at 0x1045a2d40>, exponent=2)\n" | |
] | |
} | |
], | |
"execution_count": 22 | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"end_time": "2025-01-18T15:59:55.856755Z", | |
"start_time": "2025-01-18T15:59:55.854670Z" | |
} | |
}, | |
"cell_type": "code", | |
"source": [ | |
"print(square(2))\n", | |
"print(square(3))\n", | |
"print(square(4))" | |
], | |
"id": "352ce4e6c53708cf", | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"4\n", | |
"9\n", | |
"16\n" | |
] | |
} | |
], | |
"execution_count": 23 | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"end_time": "2025-01-18T16:00:15.479052Z", | |
"start_time": "2025-01-18T16:00:15.474065Z" | |
} | |
}, | |
"cell_type": "code", | |
"source": "two_to_power(10)", | |
"id": "d9c0a6cab5a442b2", | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"1024" | |
] | |
}, | |
"execution_count": 24, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"execution_count": 24 | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"end_time": "2025-01-18T16:00:32.408297Z", | |
"start_time": "2025-01-18T16:00:32.403404Z" | |
} | |
}, | |
"cell_type": "code", | |
"source": "square(10)", | |
"id": "1bc746605637a879", | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"100" | |
] | |
}, | |
"execution_count": 25, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"execution_count": 25 | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"end_time": "2025-01-18T16:01:20.115679Z", | |
"start_time": "2025-01-18T16:01:20.112548Z" | |
} | |
}, | |
"cell_type": "code", | |
"source": "square(num=3)", | |
"id": "e3f5c09f4bedc716", | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"9" | |
] | |
}, | |
"execution_count": 26, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"execution_count": 26 | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"end_time": "2025-01-18T16:03:09.653305Z", | |
"start_time": "2025-01-18T16:03:09.650426Z" | |
} | |
}, | |
"cell_type": "code", | |
"source": [ | |
"def send_email(to, subject, body):\n", | |
" print(f\"Sending email to {to}\")\n", | |
" print(f\"Subject: {subject}\")\n", | |
" print(f\"Body: {body}\")\n", | |
" print(\"-- Email sent --\")" | |
], | |
"id": "4ad899f862fd7b3", | |
"outputs": [], | |
"execution_count": 27 | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"end_time": "2025-01-18T16:03:34.358326Z", | |
"start_time": "2025-01-18T16:03:34.356202Z" | |
} | |
}, | |
"cell_type": "code", | |
"source": [ | |
"send_email(\n", | |
" to=\"[email protected]\",\n", | |
" subject=\"Welcome Message\",\n", | |
" body=\"Hello Bob! Glad to see you're here!\"\n", | |
")" | |
], | |
"id": "8afa408f2ac3363f", | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Sending email to [email protected]\n", | |
"Subject: Welcome Message\n", | |
"Body: Hello Bob! Glad to see you're here!\n", | |
"-- Email sent --\n" | |
] | |
} | |
], | |
"execution_count": 28 | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"end_time": "2025-01-18T16:04:42.236226Z", | |
"start_time": "2025-01-18T16:04:42.233591Z" | |
} | |
}, | |
"cell_type": "code", | |
"source": [ | |
"send_welcome = partial(\n", | |
" send_email,\n", | |
" subject=\"Welcome!\",\n", | |
")\n", | |
"print(send_welcome)" | |
], | |
"id": "9701cd55e6d66e0a", | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"functools.partial(<function send_email at 0x1045a1b20>, subject='Welcome!')\n" | |
] | |
} | |
], | |
"execution_count": 29 | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"end_time": "2025-01-18T16:05:04.821094Z", | |
"start_time": "2025-01-18T16:05:04.818982Z" | |
} | |
}, | |
"cell_type": "code", | |
"source": [ | |
"send_welcome(\n", | |
" \"[email protected]\",\n", | |
" body=\"Hello Bob! Glad to see you're here!\",\n", | |
")" | |
], | |
"id": "f7715bc057d8c9e3", | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Sending email to [email protected]\n", | |
"Subject: Welcome!\n", | |
"Body: Hello Bob! Glad to see you're here!\n", | |
"-- Email sent --\n" | |
] | |
} | |
], | |
"execution_count": 30 | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"end_time": "2025-01-18T16:05:22.708727Z", | |
"start_time": "2025-01-18T16:05:22.706826Z" | |
} | |
}, | |
"cell_type": "code", | |
"source": [ | |
"send_welcome(\n", | |
" \"[email protected]\",\n", | |
" body=\"Hello John! Glad to see you're here!\",\n", | |
")" | |
], | |
"id": "842eb9ec55cc83e6", | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Sending email to [email protected]\n", | |
"Subject: Welcome!\n", | |
"Body: Hello John! Glad to see you're here!\n", | |
"-- Email sent --\n" | |
] | |
} | |
], | |
"execution_count": 31 | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"end_time": "2025-01-18T16:05:47.581268Z", | |
"start_time": "2025-01-18T16:05:47.579318Z" | |
} | |
}, | |
"cell_type": "code", | |
"source": [ | |
"send_welcome(\n", | |
" to=\"[email protected]\",\n", | |
" body=\"Hello Alice! Glad to see you're here!\",\n", | |
")" | |
], | |
"id": "401f3b09c2806d25", | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Sending email to [email protected]\n", | |
"Subject: Welcome!\n", | |
"Body: Hello Alice! Glad to see you're here!\n", | |
"-- Email sent --\n" | |
] | |
} | |
], | |
"execution_count": 32 | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"end_time": "2025-01-18T16:07:12.151498Z", | |
"start_time": "2025-01-18T16:07:12.149020Z" | |
} | |
}, | |
"cell_type": "code", | |
"source": [ | |
"send_generic_welcome = partial(\n", | |
" send_email,\n", | |
" subject=\"Welcome to our Site!\",\n", | |
" body=\"Hello dear user! We are glad to see you!\",\n", | |
")" | |
], | |
"id": "1fedd6736254e3fa", | |
"outputs": [], | |
"execution_count": 33 | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"end_time": "2025-01-18T16:07:18.585060Z", | |
"start_time": "2025-01-18T16:07:18.582811Z" | |
} | |
}, | |
"cell_type": "code", | |
"source": "send_generic_welcome(\"[email protected]\")", | |
"id": "436c0e166b38fb87", | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Sending email to [email protected]\n", | |
"Subject: Welcome to our Site!\n", | |
"Body: Hello dear user! We are glad to see you!\n", | |
"-- Email sent --\n" | |
] | |
} | |
], | |
"execution_count": 34 | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"end_time": "2025-01-18T16:07:29.726085Z", | |
"start_time": "2025-01-18T16:07:29.724104Z" | |
} | |
}, | |
"cell_type": "code", | |
"source": "send_generic_welcome(\"[email protected]\")", | |
"id": "c8349c7278361ff1", | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Sending email to [email protected]\n", | |
"Subject: Welcome to our Site!\n", | |
"Body: Hello dear user! We are glad to see you!\n", | |
"-- Email sent --\n" | |
] | |
} | |
], | |
"execution_count": 35 | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 2 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython2", | |
"version": "2.7.6" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 5 | |
} |
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anyio==4.8.0 | |
appnope==0.1.4 | |
argon2-cffi==23.1.0 | |
argon2-cffi-bindings==21.2.0 | |
arrow==1.3.0 | |
asttokens==3.0.0 | |
async-lru==2.0.4 | |
attrs==24.3.0 | |
babel==2.16.0 | |
beautifulsoup4==4.12.3 | |
bleach==6.2.0 | |
certifi==2024.12.14 | |
cffi==1.17.1 | |
charset-normalizer==3.4.1 | |
comm==0.2.2 | |
debugpy==1.8.12 | |
decorator==5.1.1 | |
defusedxml==0.7.1 | |
executing==2.1.0 | |
fastjsonschema==2.21.1 | |
fqdn==1.5.1 | |
h11==0.14.0 | |
httpcore==1.0.7 | |
httpx==0.28.1 | |
idna==3.10 | |
ipykernel==6.29.5 | |
ipython==8.31.0 | |
isoduration==20.11.0 | |
jedi==0.19.2 | |
Jinja2==3.1.5 | |
json5==0.10.0 | |
jsonpointer==3.0.0 | |
jsonschema==4.23.0 | |
jsonschema-specifications==2024.10.1 | |
jupyter-events==0.11.0 | |
jupyter-lsp==2.2.5 | |
jupyter_client==8.6.3 | |
jupyter_core==5.7.2 | |
jupyter_server==2.15.0 | |
jupyter_server_terminals==0.5.3 | |
jupyterlab==4.3.4 | |
jupyterlab_pygments==0.3.0 | |
jupyterlab_server==2.27.3 | |
MarkupSafe==3.0.2 | |
matplotlib-inline==0.1.7 | |
mistune==3.1.0 | |
nbclient==0.10.2 | |
nbconvert==7.16.5 | |
nbformat==5.10.4 | |
nest-asyncio==1.6.0 | |
notebook==7.3.2 | |
notebook_shim==0.2.4 | |
overrides==7.7.0 | |
packaging==24.2 | |
pandocfilters==1.5.1 | |
parso==0.8.4 | |
pexpect==4.9.0 | |
platformdirs==4.3.6 | |
prometheus_client==0.21.1 | |
prompt_toolkit==3.0.48 | |
psutil==6.1.1 | |
ptyprocess==0.7.0 | |
pure_eval==0.2.3 | |
pycparser==2.22 | |
Pygments==2.19.1 | |
python-dateutil==2.9.0.post0 | |
python-json-logger==3.2.1 | |
PyYAML==6.0.2 | |
pyzmq==26.2.0 | |
referencing==0.36.1 | |
requests==2.32.3 | |
rfc3339-validator==0.1.4 | |
rfc3986-validator==0.1.1 | |
rpds-py==0.22.3 | |
Send2Trash==1.8.3 | |
setuptools==75.8.0 | |
six==1.17.0 | |
sniffio==1.3.1 | |
soupsieve==2.6 | |
stack-data==0.6.3 | |
terminado==0.18.1 | |
tinycss2==1.4.0 | |
tornado==6.4.2 | |
traitlets==5.14.3 | |
types-python-dateutil==2.9.0.20241206 | |
typing_extensions==4.12.2 | |
uri-template==1.3.0 | |
urllib3==2.3.0 | |
wcwidth==0.2.13 | |
webcolors==24.11.1 | |
webencodings==0.5.1 | |
websocket-client==1.8.0 |
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