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feat: add @toon-format/toon dependency and integrate into OpenAI notebooks

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- Updated deno.lock and package.json to include @toon-format/toon@^2.1.0.
- Modified background-openai.ipynb to handle error responses and adjust execution counts.
- Enhanced definitions-openai.ipynb to include additional metadata for perishables and origen schemas.
- Refactored embeddings-openai.ipynb to improve error handling and output formatting.
- Updated create-chat-conversation function to append messages and responses to conversations.
- Added SQL functions for appending conversation data to the database.
This commit is contained in:
Alejandro Rosales
2026-02-24 15:20:19 -06:00
parent dcaeeb72dd
commit 7ee9944ab5
8 changed files with 234 additions and 110 deletions
Download Patch File Download Diff File Expand all files Collapse all files
notebooks/background-openai.ipynb
+33 -31
View File
@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "code",
"execution_count": null,
"execution_count": 1,
"id": "bb61ec88",
"metadata": {},
"outputs": [],
@@ -19,7 +19,7 @@
},
{
"cell_type": "code",
"execution_count": null,
"execution_count": 2,
"id": "8baca5f2",
"metadata": {},
"outputs": [],
@@ -32,7 +32,7 @@
},
{
"cell_type": "code",
"execution_count": 19,
"execution_count": 7,
"id": "26b3bb36",
"metadata": {},
"outputs": [],
@@ -55,28 +55,36 @@
},
{
"cell_type": "code",
"execution_count": 21,
"execution_count": 9,
"id": "8abb080e",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"\u001b[32m\"e39952c1-a53b-43bf-8033-feda493a0651\"\u001b[39m"
"{\n",
" message: \u001b[32m\"TypeError: error sending request for url (http://127.0.0.1:54321/rest/v1/planes_estudio?select=*): client error (Connect): tcp connect error: No se puede establecer una conexión ya que el equipo de destino denegó expresamente dicha conexión. (os error 10061)\"\u001b[39m,\n",
" details: \u001b[32m\"TypeError: error sending request for url (http://127.0.0.1:54321/rest/v1/planes_estudio?select=*): client error (Connect): tcp connect error: No se puede establecer una conexión ya que el equipo de destino denegó expresamente dicha conexión. (os error 10061)\\n\"\u001b[39m +\n",
" \u001b[32m\" at async mainFetch (ext:deno_fetch/26_fetch.js:192:12)\\n\"\u001b[39m +\n",
" \u001b[32m\" at async fetch (ext:deno_fetch/26_fetch.js:475:11)\\n\"\u001b[39m +\n",
" \u001b[32m\" at async <anonymous>:2:31\"\u001b[39m,\n",
" hint: \u001b[32m\"\"\u001b[39m,\n",
" code: \u001b[32m\"\"\u001b[39m\n",
"}"
]
},
"execution_count": 21,
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plan.id"
"error"
]
},
{
"cell_type": "code",
"execution_count": 22,
"execution_count": 12,
"id": "a382bdc6",
"metadata": {},
"outputs": [
@@ -84,9 +92,9 @@
"data": {
"text/plain": [
"{\n",
" id: \u001b[32m\"resp_0f1906be7e83879e00699895d7f1cc8193a960e6ccdab1d377\"\u001b[39m,\n",
" id: \u001b[32m\"resp_0ae72cbd0894279200699c8e42941c8192ba4a09e280b21a17\"\u001b[39m,\n",
" object: \u001b[32m\"response\"\u001b[39m,\n",
" created_at: \u001b[33m1771607511\u001b[39m,\n",
" created_at: \u001b[33m1771867714\u001b[39m,\n",
" status: \u001b[32m\"queued\"\u001b[39m,\n",
" background: \u001b[33mtrue\u001b[39m,\n",
" completed_at: \u001b[1mnull\u001b[22m,\n",
@@ -130,15 +138,12 @@
" truncation: \u001b[32m\"disabled\"\u001b[39m,\n",
" usage: \u001b[1mnull\u001b[22m,\n",
" user: \u001b[1mnull\u001b[22m,\n",
" metadata: {\n",
" tabla: \u001b[32m\"planes_estudio\"\u001b[39m,\n",
" id: \u001b[32m\"e39952c1-a53b-43bf-8033-feda493a0651\"\u001b[39m\n",
" },\n",
" metadata: { tabla: \u001b[32m\"planes_estudio\"\u001b[39m, id: \u001b[32m\"2\"\u001b[39m },\n",
" output_text: \u001b[32m\"\"\u001b[39m\n",
"}"
]
},
"execution_count": 22,
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
@@ -150,7 +155,7 @@
" input: \"Hola mundo\",\n",
" metadata: {\n",
" tabla: \"planes_estudio\",\n",
" id: plan.id,\n",
" id: '2',\n",
" },\n",
" text: {\n",
" format: {\n",
@@ -183,7 +188,7 @@
},
{
"cell_type": "code",
"execution_count": 23,
"execution_count": 13,
"id": "6b2470ed",
"metadata": {},
"outputs": [
@@ -200,13 +205,13 @@
"data": {
"text/plain": [
"{\n",
" id: \u001b[32m\"resp_0f1906be7e83879e00699895d7f1cc8193a960e6ccdab1d377\"\u001b[39m,\n",
" id: \u001b[32m\"resp_0ae72cbd0894279200699c8e42941c8192ba4a09e280b21a17\"\u001b[39m,\n",
" object: \u001b[32m\"response\"\u001b[39m,\n",
" created_at: \u001b[33m1771607511\u001b[39m,\n",
" created_at: \u001b[33m1771867714\u001b[39m,\n",
" status: \u001b[32m\"completed\"\u001b[39m,\n",
" background: \u001b[33mtrue\u001b[39m,\n",
" billing: { payer: \u001b[32m\"developer\"\u001b[39m },\n",
" completed_at: \u001b[33m1771607519\u001b[39m,\n",
" completed_at: \u001b[33m1771867721\u001b[39m,\n",
" error: \u001b[1mnull\u001b[22m,\n",
" frequency_penalty: \u001b[33m0\u001b[39m,\n",
" incomplete_details: \u001b[1mnull\u001b[22m,\n",
@@ -216,12 +221,12 @@
" model: \u001b[32m\"gpt-5-mini-2025-08-07\"\u001b[39m,\n",
" output: [\n",
" {\n",
" id: \u001b[32m\"rs_0f1906be7e83879e00699895d976548193ad40e9aae0b1b4f2\"\u001b[39m,\n",
" id: \u001b[32m\"rs_0ae72cbd0894279200699c8e43cd4c8192bcbc70792b6aa621\"\u001b[39m,\n",
" type: \u001b[32m\"reasoning\"\u001b[39m,\n",
" summary: []\n",
" },\n",
" {\n",
" id: \u001b[32m\"msg_0f1906be7e83879e00699895ddf62881938811097ba62e8724\"\u001b[39m,\n",
" id: \u001b[32m\"msg_0ae72cbd0894279200699c8e48976481928e1f205210636717\"\u001b[39m,\n",
" type: \u001b[32m\"message\"\u001b[39m,\n",
" status: \u001b[32m\"completed\"\u001b[39m,\n",
" content: [\n",
@@ -229,7 +234,7 @@
" type: \u001b[32m\"output_text\"\u001b[39m,\n",
" annotations: [],\n",
" logprobs: [],\n",
" text: \u001b[32m'{\"ai-message\":\"¡Hola! ¿Cómo puedo ayudarte hoy? Si te refieres al clásico “Hola mundo” en programación, puedo mostrarte ejemplos en varios lenguajes, explicar su historia o ayudarte a crear tu primer programa. ¿Qué prefieres?\",\"suggested-topic\":\"El uso del programa “Hola mundo” como herramienta pedagógica en la enseñanza de la programación: impacto en la comprensión inicial, variaciones por lenguaje y mejores prácticas didácticas.\"}'\u001b[39m\n",
" text: \u001b[32m'{\"ai-message\":\"¡Hola! ¿En qué puedo ayudarte hoy? Puedo mostrar ejemplos de \\\\\"Hola mundo\\\\\" en distintos lenguajes, explicar conceptos de programación, ayudar con una tarea o sugerir recursos. Dime qué prefieres.\",\"suggested-topic\":\"El papel del programa \\\\\"Hola Mundo\\\\\" en la enseñanza de la programación: comparación práctica entre Python, Java y C (sintaxis, tiempo de arranque, facilidad de aprendizaje y percepción del estudiante).\"}'\u001b[39m\n",
" }\n",
" ],\n",
" role: \u001b[32m\"assistant\"\u001b[39m\n",
@@ -268,20 +273,17 @@
" usage: {\n",
" input_tokens: \u001b[33m167\u001b[39m,\n",
" input_tokens_details: { cached_tokens: \u001b[33m0\u001b[39m },\n",
" output_tokens: \u001b[33m437\u001b[39m,\n",
" output_tokens: \u001b[33m482\u001b[39m,\n",
" output_tokens_details: { reasoning_tokens: \u001b[33m320\u001b[39m },\n",
" total_tokens: \u001b[33m604\u001b[39m\n",
" total_tokens: \u001b[33m649\u001b[39m\n",
" },\n",
" user: \u001b[1mnull\u001b[22m,\n",
" metadata: {\n",
" tabla: \u001b[32m\"planes_estudio\"\u001b[39m,\n",
" id: \u001b[32m\"e39952c1-a53b-43bf-8033-feda493a0651\"\u001b[39m\n",
" },\n",
" output_text: \u001b[32m'{\"ai-message\":\"¡Hola! ¿Cómo puedo ayudarte hoy? Si te refieres al clásico “Hola mundo” en programación, puedo mostrarte ejemplos en varios lenguajes, explicar su historia o ayudarte a crear tu primer programa. ¿Qué prefieres?\",\"suggested-topic\":\"El uso del programa “Hola mundo” como herramienta pedagógica en la enseñanza de la programación: impacto en la comprensión inicial, variaciones por lenguaje y mejores prácticas didácticas.\"}'\u001b[39m\n",
" metadata: { tabla: \u001b[32m\"planes_estudio\"\u001b[39m, id: \u001b[32m\"2\"\u001b[39m },\n",
" output_text: \u001b[32m'{\"ai-message\":\"¡Hola! ¿En qué puedo ayudarte hoy? Puedo mostrar ejemplos de \\\\\"Hola mundo\\\\\" en distintos lenguajes, explicar conceptos de programación, ayudar con una tarea o sugerir recursos. Dime qué prefieres.\",\"suggested-topic\":\"El papel del programa \\\\\"Hola Mundo\\\\\" en la enseñanza de la programación: comparación práctica entre Python, Java y C (sintaxis, tiempo de arranque, facilidad de aprendizaje y percepción del estudiante).\"}'\u001b[39m\n",
"}"
]
},
"execution_count": 23,
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
notebooks/definitions-openai.ipynb
+8 -4
View File
@@ -83,11 +83,13 @@
},
{
"cell_type": "code",
"execution_count": 26,
"execution_count": null,
"id": "1403c789",
"metadata": {},
"outputs": [],
"source": [
"import { title } from \"node:process\";\n",
"\n",
"const combinedSchema = {\n",
" type: \"object\",\n",
" $defs: {\n",
@@ -126,10 +128,12 @@
" fabricante: { type: \"string\", maxLength: 100 },\n",
"\n",
" // Agregar campo del preset\n",
" perishables: { $ref: \"#/$defs/perishables\" },\n",
" origen: { $ref: \"#/$defs/origen\" },\n",
" perishables: {\n",
" $ref: \"#/$defs/perishables\",\n",
" \"x-column\": \"perishables\",\n",
" },\n",
"\n",
" perecedero: { type: \"null\", \"x-column\": \"perishable\", const: null },\n",
" origen: { $ref: \"#/$defs/origen\" },\n",
" },\n",
" required: [\"nombre\", \"fabricante\", \"perishables\", \"origen\", \"perecedero\"],\n",
" additionalProperties: false,\n",
notebooks/embeddings-openai.ipynb
+54 -73
View File
@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "code",
"execution_count": 3,
"execution_count": 2,
"id": "902bff53",
"metadata": {},
"outputs": [],
@@ -19,7 +19,7 @@
},
{
"cell_type": "code",
"execution_count": 4,
"execution_count": 3,
"id": "3b0acbc3",
"metadata": {},
"outputs": [],
@@ -32,63 +32,18 @@
},
{
"cell_type": "code",
"execution_count": 8,
"execution_count": 1,
"id": "dae842ad",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{\n",
" object: \"list\",\n",
" data: [\n",
" {\n",
" object: \"embedding\",\n",
" index: 0,\n",
" embedding: [\n",
" 0.017360063269734383, 0.022553985938429832, 0.025286488234996796,\n",
" -0.009742671623826027, -0.016438385471701622, -0.014725150540471077,\n",
" -0.020840751007199287, 0.02215278521180153, -0.02024437114596367,\n",
" 0.007834257557988167, 0.0029981620609760284, -0.04109596461057663,\n",
" 0.030165957286953926, -0.03402615711092949, 0.0008369643473997712,\n",
" 0.00044016868923790753, -0.027129843831062317, -0.04248390346765518,\n",
" -0.058683738112449646, 0.034655068069696426, 0.013738414272665977,\n",
" 0.02060219831764698, 0.016687780618667603, 0.0059637944214046,\n",
" -0.010306521318852901, 0.014898642897605896, -0.008826415985822678,\n",
" 0.042136918753385544, 0.009477011859416962, -0.03953453525900841,\n",
" -0.012198670767247677, -0.040055014193058014, -0.019409440457820892,\n",
" -0.0210576169192791, -0.0392959825694561, -0.005996324121952057,\n",
" -0.0022486215457320213, 0.05209103599190712, 0.0009325206046923995,\n",
" 0.013163721188902855, 0.0505296029150486, 0.014540815725922585,\n",
" 0.0027921402361243963, 0.03190087899565697, 0.00004917589103570208,\n",
" 0.03209605813026428, -0.038363464176654816, -0.02424553595483303,\n",
" 0.014096241444349289, 0.02559009939432144, -0.06089576333761215,\n",
" -0.011016755364835262, -0.026696112006902695, 0.050659723579883575,\n",
" 0.019561246037483215, 0.050833214074373245, 0.014529972337186337,\n",
" -0.023204581812024117, -0.014399852603673935, -0.009292676113545895,\n",
" 0.003149967873468995, 0.02007087878882885, 0.025503354147076607,\n",
" 0.0230094026774168, 0.04471761733293533, 0.01479020994156599,\n",
" -0.06692461669445038, 0.03591288626194, -0.037127330899238586,\n",
" 0.029558734968304634, -0.017576929181814194, 0.01953955926001072,\n",
" -0.027888871729373932, -0.0041095963679254055, 0.0004940461367368698,\n",
" -0.011266149580478668, -0.04200679808855057, 0.03537072241306305,\n",
" -0.0015058581484481692, -0.05551750585436821, -0.05287174880504608,\n",
" 0.016373327001929283, 0.005573437083512545, -0.01235047634691,\n",
" -0.009005329571664333, -0.034047845751047134, -0.018368486315011978,\n",
" -0.00271217105910182, 0.007731246296316385, -0.020981714129447937,\n",
" -0.040900785475969315, -0.03727913647890091, -0.059030722826719284,\n",
" -0.04536821320652962, 0.02257567271590233, 0.08579189330339432,\n",
" 0.014605875127017498, -0.030686434358358383, -0.0019084142986685038,\n",
" 0.02216362953186035,\n",
" ... 1436 more items\n",
" ]\n",
" }\n",
" ],\n",
" model: \"text-embedding-3-small\",\n",
" usage: { prompt_tokens: 13, total_tokens: 13 }\n",
"}\n",
"✅ Insertados textos con embeddings\n"
"ename": "ReferenceError",
"evalue": "openai is not defined",
"output_type": "error",
"traceback": [
"Stack trace:",
"ReferenceError: openai is not defined",
" at <anonymous>:5:15"
]
}
],
@@ -120,7 +75,7 @@
},
{
"cell_type": "code",
"execution_count": 13,
"execution_count": 12,
"id": "2d8fa9a9",
"metadata": {},
"outputs": [
@@ -129,20 +84,26 @@
"output_type": "stream",
"text": [
"🔎 Consulta: ¿Cómo son buscados vectores?\n",
"\n",
"- Los vectores se usan con el cliente de OPENAI embeddings\n",
" Similaridad: 0.5639\n",
"\n",
"- Supabase permite almacenar vectores usando pgvector.\n",
" Similaridad: 0.4758\n",
"\n",
"- Los embeddings convierten texto en representaciones numéricas.\n",
" Similaridad: 0.3645\n",
"\n"
]
},
{
"data": {
"text/plain": [
"\u001b[32m\"code: PGRST202\\n\"\u001b[39m +\n",
" \u001b[32m'details: \"Searched for the function public.buscar_documentos with parameters match_count, query_embedding or with a single unnamed json/jsonb parameter, but no matches were found in the schema cache.\"\\n'\u001b[39m +\n",
" \u001b[32m\"hint: Perhaps you meant to call the function public.unaccent\\n\"\u001b[39m +\n",
" \u001b[32m'message: \"Could not find the function public.buscar_documentos(match_count, query_embedding) in the schema cache\"'\u001b[39m"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import { encode } from \"@toon-format/toon\";\n",
"\n",
"const consulta = \"¿Cómo son buscados vectores?\";\n",
"\n",
"const emb = await openai.embeddings.create({\n",
@@ -157,22 +118,42 @@
" match_count: 3,\n",
"});\n",
"\n",
"if (error) throw error;\n",
"/* if (error) throw error; */\n",
"\n",
"console.log(`🔎 Consulta: ${consulta}\\n`);\n",
"for (const r of data ?? []) {\n",
" console.log(`- ${r.contenido}`);\n",
" console.log(` Similaridad: ${Number(r.similarity).toFixed(4)}\\n`);\n",
"}\n"
"encode(error, {\n",
" indent: 2,\n",
" delimiter: \",\",\n",
" keyFolding: \"off\",\n",
" flattenDepth: Infinity,\n",
"});\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"execution_count": 10,
"id": "791a94d8",
"metadata": {},
"outputs": [],
"source": []
"outputs": [
{
"data": {
"text/plain": [
"{\n",
" code: \u001b[32m\"PGRST202\"\u001b[39m,\n",
" details: \u001b[32m\"Searched for the function public.buscar_documentos with parameters match_count, query_embedding or with a single unnamed json/jsonb parameter, but no matches were found in the schema cache.\"\u001b[39m,\n",
" hint: \u001b[32m\"Perhaps you meant to call the function public.unaccent\"\u001b[39m,\n",
" message: \u001b[32m\"Could not find the function public.buscar_documentos(match_count, query_embedding) in the schema cache\"\u001b[39m\n",
"}"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"error"
]
}
],
"metadata": {