response api

pyproject.toml

@@ -1,3 +1,7 @@
+# vim: set ft=toml ts=4 sw=4 et: fenc=utf-8
+# SPDX-FileCopyrightText: 2025-present RenatoXSR <renatoxsr@gmail.com>
+# SPDX-License-Identifier: BSD-3-Clause-Clear
+
 [build-system]
 requires = ["setuptools>=61.0.0", "setuptools-scm[simple]>=9.2"]
 build-backend = "setuptools.build_meta"
@@ -12,22 +16,10 @@ license-files = ["LICENSE"]
 #requires-python = ">=3.11,<3.13"
 requires-python = ">=3.14"
 dependencies = [
-    "mutagen",
-    "requests",
-    "pandas[excel,html,output-formatting,hdf5,compression,parquet,feather]",
-    "numpy",
-    "openpyxl",
-    "xlrd",
-    "selenium",
-    "dotenv",
-    "icalendar",
-    "Babel",
-    #"gcsa",
-    #"caldav",
+    "base58",
     "colorlog",
-    "python-datauri",
+    "dotenv",
     "rich",
-    "Jinja2",
 ]
 
 authors = [
@@ -49,17 +41,54 @@ dev = [
     "ruff>=0.4",
 ]
 
+i18n = [
+    "Babel",
+]
+
+audio = [
+    "mutagen",
+    "selenium",
+]
+
+web = [
+    "httpx",
+    "Jinja2",
+    "python-datauri",
+    "requests",
+]
+
+webdav = [
+    "icalendar",
+    #"gcsa",
+    #"caldav",
+]
+
+data = [
+    "numpy",
+    "openpyxl",
+    "pandas[excel,html,output-formatting,hdf5,compression,parquet,feather]",
+    "xlrd",
+]
+
 [project.urls]
 Homepage = "https://git.silveirarosa.com/renatoxsr/monorepo"
 Issues = "https://git.silveirarosa.com/renatoxsr/monorepo/issues"
 
 [project.scripts]
-composectl = "scripts.composectl.main"
+composectl = "renatoxsr.scripts.composectl:main"
+bulk-jsonl = "renatoxsr.scripts.bulk_jsonl:main"
+avaliar-dataset = "renatoxsr.scripts.avaliar_dataset:main"
+prompt = "renatoxsr.scripts.prompt:main"
 
 # SETUPTOOLS
 [tool.setuptools.packages.find]
-where = ["src/renatoxsr-py"]
-exclude = ["src/vendor*"]
+where = ["src-py"]
+exclude = ["vendor*"]
+# See: https://setuptools.pypa.io/en/latest/userguide/package_discovery.html#src-layout
+# # Reserved package names
+# FlatLayoutPackageFinder.DEFAULT_EXCLUDE: ClassVar[tuple[str, ...]] = ('ci', 'ci.*', 'bin', 'bin.*', 'debian', 'debian.*', 'doc', 'doc.*', 'docs', 'docs.*', 'documentation', 'documentation.*', 'manpages', 'manpages.*', 'news', 'news.*', 'newsfragments', 'newsfragments.*', 'changelog', 'changelog.*', 'test', 'test.*', 'tests', 'tests.*', 'unit_test', 'unit_test.*', 'unit_tests', 'unit_tests.*', 'example', 'example.*', 'examples', 'examples.*', 'scripts', 'scripts.*', 'tools', 'tools.*', 'util', 'util.*', 'utils', 'utils.*', 'python', 'python.*', 'build', 'build.*', 'dist', 'dist.*', 'venv', 'venv.*', 'env', 'env.*', 'requirements', 'requirements.*', 'tasks', 'tasks.*', 'fabfile', 'fabfile.*', 'site_scons', 'site_scons.*', 'benchmark', 'benchmark.*', 'benchmarks', 'benchmarks.*', 'exercise', 'exercise.*', 'exercises', 'exercises.*', 'htmlcov', 'htmlcov.*', '[._]*', '[._]*.*')
+# # Reserved top-level module names
+# FlatLayoutModuleFinder.DEFAULT_EXCLUDE: ClassVar[tuple[str, ...]] = ('setup', 'conftest', 'test', 'tests', 'example', 'examples', 'build', 'toxfile', 'noxfile', 'pavement', 'dodo', 'tasks', 'fabfile', '[Ss][Cc]onstruct', 'conanfile', 'manage', 'benchmark', 'benchmarks', 'exercise', 'exercises', '[._]*')
 
 [tool.setuptools.dynamic]
 #version = {attr = "__version__"}

src-py/renatoxsr/__init__.py

@@ -3,14 +3,19 @@
 # SPDX-FileCopyrightText: 2025-present RenatoXSR <renatoxsr@gmail.com>
 # SPDX-License-Identifier: BSD-3-Clause-Clear
 """RenatoXSR's Python Utilities (monorepo)"""
+import os, sys, platform
 
 # Setup
-import const
-import logger
+import renatoxsr.const
+import renatoxsr.logger
+logger = renatoxsr.logger.logger
 logger.debug("platform: %s", platform.platform())
 logger.debug("system: %s", platform.system())
 logger.debug("node: %s", platform.node())
 
 # Import modules that should be exported
-import utils
-import scripts.composectl
+import renatoxsr.utils
+import renatoxsr.scripts.composectl
+import renatoxsr.scripts.bulk_jsonl
+import renatoxsr.scripts.avaliar_dataset
+import renatoxsr.scripts.prompt

src-py/renatoxsr/logger.py

@@ -35,7 +35,6 @@ def get_formatter(format: str = FORMAT) -> logging.Formatter:
 
 
 def set_logfile(
-    *,
     name: str | None = None,
     formatter: logging.Formatter | None  = None,
     format: str | None  = None,
@@ -103,7 +102,6 @@ def set_loglevel(logger_instance: logging.Logger | None  = None, logLevel="") ->
 
 
 def set_logger(
-    *,
     name: str | None = None,
     formatter: logging.Formatter  | None = None,
     format: str  | None = None,

src-py/renatoxsr/scripts/avaliar_dataset.py

@@ -0,0 +1,156 @@
+#vim: ts=4 sw=4 et ft=python :
+import requests
+import json
+from pathlib import Path
+from pprint import pprint
+
+# --- CONFIGURAÇÕES ---
+OLLAMA_URL = "http://192.168.14.20:11434/api/generate"
+MODEL_NAME = "gemma4:e4b"
+INPUT_FILE_PATH = Path("dataset.jsonl")
+OUTPUT_FILE_PATH = Path("avaliado.jsonl")
+
+# O System Prompt que criamos, definido como a regra mestra.
+SYSTEM_PROMPT = """
+Você é um Assistente Jurídico Sênior e especialista em Direito brasileiro. Sua função é realizar uma análise técnica, crítica e altamente estruturada de documentos jurídicos. Você deve manter o tom de voz de um profissional qualificado, objetivo e conciso.
+
+SEU OBJETIVO: Analisar o documento jurídico fornecido e extrair quatro informações cruciais.
+
+REGRAS OBRIGATÓRIAS:
+1. Tom: O tom de todas as respostas deve ser técnico, formal e imparcial.
+2. Formato: A saída deve ser ESTREITAMENTE um objeto JSON válido. Nenhum texto introdutório, explicação ou texto fora do JSON é permitido.
+3. Detalhe: Mantenha a clareza e a profundidade técnica em todos os campos.
+
+AS CHAVES E AS REGRAS DE CADA CAMPO:
+
+(1) `tipo`: Deve identificar a categoria jurídica principal do documento (ex: Contrato de Prestação de Serviços, Petição Inicial, Escritura Pública, Contrato de Compra e Venda, Procuração Ad Judicia). Seja o mais específico possível.
+(2) `resumo`: Um resumo executivo do objeto do documento, contendo no máximo 3 frases. Deve ser extremamente conciso, focado no tema central.
+(3) `argumentos`: Lista em formato de array (JSON array) dos principais pontos jurídicos, premissas ou teses argumentativas que sustentam o documento.
+(4) `qualidade`: Avaliação da qualidade do documento sob o ponto de vista técnico-jurídico. Você deve escolher *somente* um dos seguintes termos: "ótimo", "bom" ou "médio".
+    * "Ótimo": Documento juridicamente impecável, claro, completo e em conformidade com a melhor prática do direito.
+    * "Bom": Documento funcional, com clareza e cobertura dos pontos principais, mas pode ter pequenas imprecisões ou omissões.
+    * "Médio": Documento que apresenta falhas significativas de linguagem, inconsistências jurídicas graves ou que não cumpre seu propósito principal sem intervenção.
+"""
+
+
+def get_llm_response(prompt_full: str) -> str:
+    """
+    Envia o prompt para o Ollama local e retorna a resposta em string.
+    """
+    print("🤖 Enviando requisição para o Ollama...")
+    try:
+        payload = {
+            "model": MODEL_NAME,
+            "options": {
+                "temperature": 0.1, # Temperatura baixa para respostas determinísticas e factuais
+                "num_predict": 8192, # Aumenta o limite de tokens
+                "num_ctx": 128000, # tamanho do contexto
+            },
+            "stream": False,
+            "prompt": prompt_full,
+        }
+        
+        #print(json.dumps(payload))
+        response = requests.post(OLLAMA_URL, json=payload)
+        response.raise_for_status() # Levanta exceção para códigos de erro HTTP
+        
+        # O Ollama retorna os resultados dentro do campo 'response'
+        return response.json()['response'].strip()
+    
+    except requests.exceptions.ConnectionError:
+        print("\n" + "="*80)
+        print(f"❌ ERRO DE CONEXÃO: Não foi possível conectar ao Ollama em {OLLAMA_URL}.")
+        print("Por favor, verifique se o serviço Ollama está rodando e se a porta e o IP estão corretos.")
+        print("="*80 + "\n")
+        return None
+    except requests.exceptions.RequestException as e:
+        print(f"\n❌ ERRO GERAL ao comunicar com a API: {e}")
+        print(response.request.url)
+        pprint(response.request.headers, width=1)
+        print(response.request.body.decode("utf-8")[:120])
+        return None
+
+
+def main():
+    """
+    Processa o arquivo e executa a análise para cada documento.
+    """
+    if not INPUT_FILE_PATH.exists():
+        print(f"ERRO: Arquivo de entrada '{INPUT_FILE_PATH.name}' não encontrado. Execute o passo anterior primeiro.")
+        return
+        
+    print(f"Iniciando a avaliação de {INPUT_FILE_PATH.name} contra o modelo {MODEL_NAME}...")
+
+    results = []
+    
+    try:
+        with open(INPUT_FILE_PATH, 'r', encoding='utf-8') as f:
+            lines = f.readlines()
+    except Exception as e:
+        print(f"Erro ao ler o arquivo: {e}")
+        return
+
+    for i, line in enumerate(lines):
+        try:
+            data = json.loads(line.strip())
+            markdown_content = data.get("markdown", "")
+            
+            if not markdown_content:
+                continue
+
+            # 1. Montar o Prompt Completo
+            full_prompt = f"""
+            DOCUMENTO JURÍDICO PARA ANÁLISE:
+            ---
+            {markdown_content}
+            ---
+            """
+            
+            # 2. Adicionar o prompt ao System Prompt
+            final_prompt = f"{SYSTEM_PROMPT}\n\n{full_prompt}"
+
+            # 3. Chamar o LLM
+            llm_output = get_llm_response(final_prompt)
+            
+            # 4. Estruturar e Salvar Resultados
+            if llm_output:
+                result_record = {
+                    "hash": data.get("hash", "unknown_id"),
+                    "documento_original": markdown_content[:200] + "...", # Trunca para melhor visualização
+                    "resultado_ollama": llm_output
+                }
+                results.append(result_record)
+                with open(OUTPUT_FILE_PATH, 'a', encoding='utf-8') as f:
+                    f.write(json.dumps(result_record, ensure_ascii=False) + '\n')
+
+
+                
+                print(f"[{i+1}/{len(lines)}] ✅ Processado com sucesso. Salvando resultado.")
+            else:
+                results.append({
+                    "hash": data.get("hash", "unknown_id"),
+                    "documento_original": markdown_content[:200] + "...",
+                    "resultado_ollama": "FALHA: Verifique os logs de erro acima."
+                })
+                print(f"[{i+1}/{len(lines)}] ❌ FALHA no processamento.")
+
+
+        except json.JSONDecodeError:
+            print(f"AVISO: Linha {i+1} inválida JSON encontrada e pulada.")
+        except Exception as e:
+            print(f"ERRO inesperado ao processar a linha {i+1}: {e}")
+
+    # Salvando todos os resultados
+    #if results:
+    #    with open(OUTPUT_FILE_PATH, 'w', encoding='utf-8') as f:
+    #        for record in results:
+    #            f.write(json.dumps(record, ensure_ascii=False) + '\n')
+    print("\n=======================================================================")
+    print("✅ Avaliação concluída!")
+    print(f"Total de documentos processados e salvos em: {OUTPUT_FILE_PATH.name}")
+    print("Examine este arquivo para identificar padrões de erro ou sucesso.")
+    print("=======================================================================")
+
+
+if __name__ == "__main__":
+    main()

src-py/renatoxsr/scripts/bulk_jsonl.py

@@ -0,0 +1,47 @@
+#!/usr/bin/env python3
+# vim: set ft=python ts=4 sw=4 et encoding=utf-8 :
+# SPDX-FileCopyrightText: 2025-present RenatoXSR <renatoxsr@gmail.com>
+# SPDX-License-Identifier: BSD-3-Clause-Clear
+import argparse, json, os, sys
+from pathlib import Path
+import datetime as dt
+
+from renatoxsr.utils import hash_b58, pandoc
+from renatoxsr.logger import set_logger
+logger = set_logger(__name__)
+if "--debug" in sys.argv:
+    logger.setLevel("DEBUG")
+
+def parse_args():
+    p = argparse.ArgumentParser()
+    p.add_argument("--outdir", default=os.getcwd())
+    p.add_argument("--outfile", 
+                   default=dt.datetime.now().isoformat().replace(":", "_")+".jsonl", 
+                   help="output file (default: `datetime.now().isoformat()`.jsonl)")
+    p.add_argument("--input", default=os.getcwd(), help="input folder")
+    p.add_argument("--glob", default="*")
+    p.add_argument("--overwrite", default=False)
+    p.add_argument("--logfile", default=sys.stderr, help="Log output(default: sys.stderr)")
+    p.add_argument("--loglevel", default="INFO", help="Log level (default: INFO)")
+    p.add_argument("filename", nargs="*", help="input file or glob pattern (default: `datetime.now().isoformat()`)")
+    return p.parse_args()
+
+def main():
+    parsed_args = parse_args()
+    logger.setLevel(parsed_args.loglevel)
+    process_files = list()#Path(parsed_args.input).glob(parsed_args.glob))
+    process_files.extend(parsed_args.filename)
+    with open(Path(parsed_args.outdir) / parsed_args.outfile, "w" if parsed_args.overwrite else "a") as output_file:
+        for file in process_files:
+            fpath = Path(file)
+            data = {"hash": hash_b58(fpath, output_print=False), "fpath": str(fpath), "markdown": pandoc(fpath, to="markdown")}
+            if not data["markdown"]:
+                logger.error("No markdown output from '%s' (hash:%s)", fpath, data["hash"])
+                continue
+            logger.info("Writing markdown content (length: %d) to '%s' from '%s' (hash:%s)", 
+                        len(data["markdown"]), parsed_args.outfile, fpath, data["hash"])
+            output_file.write(json.dumps(data)+"\n")
+    
+
+if __name__ == "__main__":
+    main()

src-py/renatoxsr/scripts/composectl.py

@@ -130,12 +130,6 @@ class LevelColorFormatter(logging.Formatter):
 logger = logging.getLogger(__name__)
 logger.setLevel(logging.DEBUG)
 
-# Console Logger
-stderr_handler = logging.StreamHandler(stream=sys.stderr)
-stderr_handler.setFormatter(LevelColorFormatter())
-stderr_handler.setLevel(logging.DEBUG)
-logger.addHandler(stderr_handler)
-#print(logger.handlers)
 
 # ***
 
@@ -166,8 +160,6 @@ def check_python_version(version_info, min_version):
             min_version[1])
         sys.exit(1)
 
-# Run check
-check_python_version(sys.version_info, MIN_VERSION)
 
 # Package version
 def set_package_version(file):
@@ -176,8 +168,6 @@ def set_package_version(file):
     logger.debug("%s:%s", file, version)
     return version
 
-# Set version
-__version__  = set_package_version(__file__)
 
 # Global Functions
 
@@ -290,6 +280,7 @@ class ACTION(Enum):
     LOGSF = ("--progress=plain", "logs","-f")
     LS = ("--progress=plain", "ls",)
     BUILD = ("--progress=plain", "build", "--pull", "--push")
+    PUSH = ("--progress=plain", "push")
 
 
 
@@ -300,11 +291,15 @@ def main():
     p.add_argument("--root", type=Path, default="/srv/containers")
     #p.add_argument("--prefix", default="", help="Prefix of compose files")
     #p.add_argument("--suffix", default="", help="Suffix to find compose files, before .yml extension")
-    p.add_argument("--subdir", default="", help="Subdir to find containers")
+    p.add_argument("--subdir", default="./", help="Subdir to find containers")
     p.add_argument("--name", default="*", help="Name of folder to find compose.yml file")
     p.add_argument("--cmd", default="docker compose", help="compose command")
     p.add_argument("--file", default="compose.yml")
+    p.add_argument("--profiles", help="Comma separated list of compose profiles")
+    #p.add_argument("--project", help="Project directories to find compose.yml and/or names")
+    p.add_argument("--services", help="services of compose file")
     p.add_argument("action", choices=[a.name.lower() for a in ACTION])
+    p.add_argument("project_and_or_services", nargs="*", help="project and/or services (this list will be parsed before used)")
     args = p.parse_args()
     logger.debug("Args:")
     for k,v in vars(args).items():
@@ -334,6 +329,18 @@ def main():
 
 
 if __name__ == "__main__":
+    
+    # Console Logger
+    stderr_handler = logging.StreamHandler(stream=sys.stderr)
+    stderr_handler.setFormatter(LevelColorFormatter())
+    stderr_handler.setLevel(logging.DEBUG)
+    logger.addHandler(stderr_handler)
+    #print(logger.handlers)
+    
+    # Run check
+    check_python_version(sys.version_info, MIN_VERSION)
+    # Set version
+    __version__  = set_package_version(__file__)
     try:
         sys.exit(main())
     except KeyboardInterrupt as sigint:

src-py/renatoxsr/scripts/prompt.py

@@ -0,0 +1,187 @@
+#python << '#EOF'
+# vim: ft=python ts=4 sw=4 et :
+import requests
+import asyncio, enum, os, sys, json, pathlib, argparse
+import httpx
+
+from rich import print, print_json
+from rich.console import Console
+from rich.prompt import Prompt
+from rich.json import JSON
+from rich.markdown import Markdown
+
+output={sys.stdout: Console()}
+class bb(enum.StrEnum):
+    thinking="bold yellow"
+    content="bold blue"
+    model="bold red"
+    prompt="bold green"
+    line="italic"
+
+def write_rich(*msg, end='\n', stream=sys.stdout):
+    output[stream].print(*msg, end=end)
+    if end != '\n':
+        stream.flush()
+
+def write_basic(*msg, sep=' ', end='\n', stream=sys.stdout):
+    stream.write(sep.join(*msg) + end)
+    if end != '\n':
+        stream.flush()
+
+write = write_rich
+
+def parse_args():
+    p = argparse.ArgumentParser()
+    p.add_argument("--debug", action="store_true")
+    p.add_argument("--model", 
+            default="qwen3.5:4b",
+            choices=[
+                "gemma4:e4b",
+                "llama3.2:3b",
+                "llama3.1:8b",
+                "qwen3.5:4b",
+            ])
+    p.add_argument("--prompt")
+    p.add_argument("--system",
+                   default="You are a helpful assistant. Write concisely.")
+
+    mxg = p.add_mutually_exclusive_group()
+    mxg.add_argument("--pull")
+    mxg.add_argument("--response", action="store_true")
+    mxg.add_argument("--endpoint")
+    mxg.add_argument("--api",
+                   default="ollama",
+                   choices=["ollama","openai",])
+    g = p.add_argument_group("Model Options")
+    g.add_argument("--thinking", action=argparse.BooleanOptionalAction, default=True)
+    g.add_argument("--stream", action="store_true")
+    g.add_argument("--num_ctx", default=128000, type=int)
+    g.add_argument("--top_k", default=40, type=int)
+    g.add_argument("--top_p", default=0.9, type=float)
+    g.add_argument("--temperature", default=0.2, type=float)
+    
+    url = p.add_argument_group("URL")
+    url.add_argument("--url",
+            default=os.getenv("PROMPT_URL", "http://localhost:11434"))
+    url.add_argument("--host",
+            default=os.getenv("PROMPT_HOST", "localhost"))
+    url.add_argument("--port",
+            default=os.getenv("PROMPT_PORT", "11434"))
+    url.add_argument("--proto",
+            default=os.getenv("PROMPT_PROTO", "http"))
+    url.add_argument("--apikey")
+    url.add_argument("--timeout", type=int, default=180)
+    return p.parse_args()
+
+
+def s3f(ns):
+    return f"{(ns // 1_000_000) / 1000:.3f}"
+
+
+async def do_async_turn(conf):
+    """Do user->assistant turn streaming responses"""
+    if not conf.prompt:
+        prompt = Prompt.ask(f"[{str(bb.model)}]Ask {conf.model}»[/] [{str(bb.prompt)}]")
+    if conf.response:
+        system_and_user = {
+            "input" if conf.api == "openai" else "prompt": conf.prompt or prompt,
+            "instructions" if conf.api == "openai" else "system": conf.system}
+    else:
+        system_and_user = {"messages": [
+            {"role":"system", "content": conf.system},
+            {"role": "user", "content": conf.prompt or prompt}]}
+        
+    client = httpx.AsyncClient(
+            base_url="http://192.168.14.20:11434",
+            headers={
+                "Authorization": f"Bearer {conf.apikey}",},
+                timeout=float(conf.timeout))
+    async with client.stream('POST',((
+            "/api/generate" if conf.response else "/api/chat")
+            if conf.api == "ollama" else ("/v1/responses"
+            if conf.response else "/v1/chat/completions")), 
+            json=system_and_user | {
+            "model": conf.model,
+            "reasoning": {"enabled": conf.thinking},
+            "thinking": conf.thinking,
+            "stream": conf.stream,
+            "options": {
+                "num_ctx": conf.num_ctx,
+                "top_k": conf.top_k,
+                "top_p": conf.top_p,
+                "temperature": conf.temperature,
+            }}) as res:
+        res.raise_for_status()
+        if conf.debug:
+            write(res.request, end=' (')
+            write(", ".join([d for d in dir(res.request) if not d.startswith("_")]), end=")\n")
+            write(res.request.content)
+            write(res, end=' (')
+            write(", ".join([d for d in dir(res) if not d.startswith("_")]), end=')\n')
+        msg = {"thinking": {"len": 1, 1: []},
+               "content": {"len": 1, 1: []}}
+        async for line in res.aiter_lines():
+            if not line:
+                write('[i grey].[/]', end='')
+                # TODO: use spinner from rich
+                continue
+            data = json.loads(line)
+            if conf.debug:
+                write(line)
+            if data.get("done", False):
+                write(f"\n[Load: {s3f(data['load_duration'])}s | "
+                      f"Analyze: {s3f(data['prompt_eval_duration'])}s | "
+                      f"Generate: {s3f(data['eval_duration'])}s] "
+                      f"Total: {s3f(data['total_duration'])}s"
+                    f"\nToken usage: "
+                    f"{data['prompt_eval_count']} input, "
+                    f"{data['prompt_eval_cached_count']} cached, "
+                    f"{data['eval_count']} output.\n")
+                msg['done'] = data
+                return msg
+            #write(f"[i]{data}[/i]")
+            for i in ["thinking", "content"]:
+                text = data.get("message", {}).get(i, "")
+                msg[i][msg[i]['len']].append(text)
+                write(f"[{str(bb[i])}]{text}[/]", end='')     
+                if '\n' in text:
+                    #write(f"[{str(bb.line)}]{msg[i]['len']:>3d}:[/] "
+                    #      f"[{str(bb[i])}]")
+                    #write(Markdown("".join(msg[i][msg[i]['len']])))
+                    msg[i]['len'] += 1
+                    msg[i][msg[i]['len']] = []
+            write(data.get('choices',[{}])[0].get('message', ""), end='')
+            write(data.get('output', ""), end='')
+            write(f"[{str(bb.model)}]{data.get('response', '')}", end='')
+            write(f"[{str(bb.thinking)}]{data.get('thinking', '')}[/]", end='')
+
+def main():
+    conf = parse_args()
+    if conf.prompt == "-":
+        conf.prompt = sys.stdin.read()
+    if conf.prompt:
+        write(f"[{str(bb.model)}]Ask {conf.model}»[/] ", end='')
+        if conf.response:
+            write(f"[{str(bb.prompt)}]{conf.system}[/]")
+        else:
+            write(f"[{str(bb.prompt)}]{conf.prompt}[/]")
+    try:
+        while True:
+            if conf.stream:
+                data = asyncio.run(do_async_turn(conf))
+            else:
+                data = res.json()
+                if "thinking" in data.get("message",{}):
+                    write(f"[{str(bb.model)}]{conf.model}'s thinking:[/] [{str(bb.thinking)}] {Markdown(data['message']['thinking'])}[/]")
+                write(f"[{str(bb.model)}]{conf.model}'s response: [/][{str(bb.content)}]{Markdown(data['message']['content'])}[/]")
+                write(data['choices'][0]['message'])
+                write(data['output'])
+            if conf.prompt:
+                sys.exit(0)
+            # TODO: add turn to message list and do another turn
+    except KeyboardInterrupt as e:
+        sys.exit(1)
+    
+if __name__ == "__main__":
+    main()
+#EOF

src-py/renatoxsr/utils/__init__.py

@@ -3,4 +3,9 @@
 # SPDX-FileCopyrightText: 2025-present RenatoXSR <renatoxsr@gmail.com>
 # SPDX-License-Identifier: BSD-3-Clause-Clear
 """`utils` package of RenatoXSR's Python Utilities (monorepo)"""
-import uuid7_base58
+import renatoxsr.utils.uuid7_base58
+import renatoxsr.utils.jsonl
+import renatoxsr.utils.zwid
+from renatoxsr.utils.pandoc import pandoc
+from renatoxsr.utils.hash_b58 import hash_b58
+

src-py/renatoxsr/utils/hash_b58.py

@@ -0,0 +1,32 @@
+#!/usr/bin/env python3
+# vim: set ft=python ts=4 sw=4 et fenc=utf-8 :
+# SPDX-FileCopyrightText: 2025-present RenatoXSR <renatoxsr@gmail.com>
+# SPDX-License-Identifier: BSD-3-Clause-Clear
+# vim: ts=4 tw=4 sw=4 et:
+import base58
+import os, sys, hashlib
+from pathlib import Path
+
+
+from renatoxsr.logger import set_logger
+logger = set_logger(__name__)
+if "--debug" in sys.argv:
+    logger.setLevel("DEBUG")
+
+def hash_b58(src_arg: str | Path, hash_algo="sha256", output_print=True, output_stream=sys.stdout):
+    src = Path(src_arg)
+    with open(src, "rb") as f:
+        hash = hashlib.file_digest(f, hash_algo)
+        hash_hex = hash.hexdigest()
+        hash_b58 = base58.b58encode(hash.digest()).decode("utf-8")
+        if output_print:
+            output_stream.write(f"{hash_algo}:{hash_hex} {hash_b58} '{src}'\n")
+        else:
+            logger.info(f"%s:%s %s '%s'", hash_algo, hash_hex, hash_b58, src)
+        return hash_b58
+
+
+def hash_recursive_b58(folder: str | Path, glob="*"):
+    src = Path(folder)
+    for filename in src.glob(glob):
+        hash_b58(filename)

src-py/renatoxsr/utils/jsonl.py

@@ -0,0 +1,81 @@
+#!/usr/bin/env python3
+# vim: set ft=python ts=4 sw=4 et: fileencoding=utf-8
+# SPDX-FileCopyrightText: 2025-present RenatoXSR <renatoxsr@gmail.com>
+# SPDX-License-Identifier: BSD-3-Clause-Clear
+import json
+from pathlib import Path
+from io import BytesIO
+
+def parse_jsonl(file_path):
+    """Parse a JSONL file line by line"""
+    with open(file_path, 'r') as file:
+        for line in file:
+            line = line.strip()
+            if line:
+                try:
+                    yield json.loads(line)
+                except json.JSONDecodeError as e:
+                    print(f"Error parsing line: {e}")
+                    continue
+
+
+def stream_jsonl(file_path: str) -> Iterator[Dict[str, Any]]:
+    """Stream JSONL file for large datasets"""
+    with open(file_path, 'r', encoding='utf-8') as file:
+        for line_num, line in enumerate(file, 1):
+            line = line.strip()
+            if not line:
+                continue
+            try:
+                yield json.loads(line)
+            except json.JSONDecodeError as e:
+                print(f"Error on line {line_num}: {e}")
+                continue
+
+
+def jsonl_df(file_path):
+    """Convert JSONL to pandas DataFrame"""
+    import pandas as pd
+    data = []
+    with open(file_path, 'r') as file:
+        for line in file:
+            line = line.strip()
+            if line:
+                try:
+                    data.append(json.loads(line))
+                except json.JSONDecodeError:
+                    continue
+    return pd.DataFrame(data)
+
+
+def get_demo_bytes(demo_file_path: str | Path = None):
+    if demo_file_path:
+        return Path(demo_file_path)
+    return BytesIO(
+        # example JSONL file:
+        """{"row1":"col1","row1":"col2"}\n{"row2":"col1","row2":"col2"}""".encode("utf-8"))
+
+
+def demo_parse_jsonl(demo_file_path: str | Path = None):
+    """demo parse_jsonl() function"""
+    demo_io = get_demo_bytes(demo_file_path)
+    for data in parse_jsonl(demo_io):
+        print(data)
+    streaming_parser.py
+    import json
+    from typing import Iterator, Dict, Any
+
+
+def demo_stream_jsonl(demo_file_path: str | Path = None):
+    """Demo stream_jsonl() function"""
+    demo_io = get_demo_bytes(demo_file_path)
+    # Process large files without memory issues
+    for record in stream_jsonl(demo_io):
+        process_record(record)
+    pandas_parser.py
+    
+def demo_jsonl_df(demo_file_path: str | Path = None):
+    """Demo jsonl_df() function"""
+    demo_io = get_demo_bytes(demo_file_path)
+    df = jsonl_df(demo_io)
+    print(df.head())

src-py/renatoxsr/utils/pandoc.py

@@ -0,0 +1,45 @@
+#!/usr/bin/env python3
+# vim: set ft=python ts=4 sw=4 et encoding=utf-8 :
+# SPDX-FileCopyrightText: 2025-present RenatoXSR <renatoxsr@gmail.com>
+# SPDX-License-Identifier: BSD-3-Clause-Clear
+import errno, os, shutil, subprocess, sys
+from pathlib import Path
+
+from renatoxsr.logger import set_logger
+logger = set_logger(__name__)
+if "--debug" in sys.argv:
+    logger.setLevel("DEBUG")
+
+def pandoc(
+        input_file: str | Path, 
+        bin: str | Path = "pandoc",
+        output: str | Path = "-",
+        overwrite = False,
+        to="markdown",
+    ) -> str:
+    logger.info("%s: from '%s' to '%s'", bin, input_file, output)
+    if not Path(bin).is_file():
+        which_bin = shutil.which(bin)
+        if not Path(which_bin).is_file():
+            raise FileNotFoundError(errno.ENOENT, os.strerror(errno.ENOENT), bin)
+    
+    fpath = Path(input_file)
+    if not fpath.is_file():
+        raise FileNotFoundError(errno.ENOENT, os.strerror(errno.ENOENT), input_file)
+    
+    outf = Path(output)
+    if output != "-" and outf.is_file() and not overwrite:
+        raise FileExistsError(errno.EEXIST, os.strerror(errno.EEXIST), outf)
+    cmd = [bin, 
+           "--output", "-" if output=="-" else outf.resolve(), 
+           "--write", to, fpath]
+    logger.debug("CMD %s", str(cmd))
+    proc = subprocess.run(cmd, capture_output=True, text=True)
+    
+    if proc.stderr:
+        logger.error(proc.stderr)
+        
+    if proc.stdout and output != "-":
+        logger.info(proc.stdout)
+    else:
+        return(proc.stdout)

src-py/renatoxsr/utils/uuid7_base58.py

@@ -0,0 +1,38 @@
+import sys
+import uuid
+import base58 
+
+### Garante suporte nativo no Python 3.14+ ou usa fallback para versões anteriores
+
+if sys.version_info >= (3, 14):
+    from uuid import uuid7
+else:
+    from uuid6 import uuid7 
+
+def uuid7_to_base58() -> tuple[str, str]:
+    """Gera um UUIDv7 e o codifica em uma string compacta Base58.""" 
+    ### 1. Gera o UUIDv7 padrão (128 bits / 16 bytes)
+    u7 = uuid7() 
+    ### 2. Transforma os 16 bytes do UUID em Base58 (sem o checksum do Bitcoin)
+    # .zfill(22) garante que ele sempre tenha 22 caracteres se houver zeros à esquerda
+    encoded_b58 = base58.b58encode(u7.bytes).decode('utf-8').zfill(22)
+    return str(u7), encoded_b58
+
+def base58_to_uuid7(b58_string: str) -> str:
+    """Decodifica uma string Base58 de volta para o formato original de UUIDv7.""" 
+    ### 1. Decodifica a string de volta para os 16 bytes originais
+    decoded_bytes = base58.b58decode(b58_string) 
+    ### 2. Reconstrói o objeto UUID a partir dos bytes
+    return str(uuid.UUID(bytes=decoded_bytes)) 
+
+def demo():
+    """ --- Demonstração de Uso ---"""
+    ### Gerando o ID compactado
+    uuid_original, id_base58 = uuid7_to_base58() 
+    print(f"UUIDv7 Original (36 chars): {uuid_original}")
+    print(f"UUIDv7 em Base58 (22 chars): {id_base58}") 
+    ### Revertendo para provar que é bidirecional (lossless)
+    uuid_revertido = base58_to_uuid7(id_base58)
+    print(f"Decodificado de volta:       {uuid_revertido}") 
+    assert uuid_original == uuid_revertido, "Erro: Os UUIDs não coincidem!"
+    print("\nSucesso! Conversão perfeita e segura para URLs.")

src/renatoxsr-py/utils/uuid7_base58.py

@@ -1,55 +0,0 @@
-import sys
-import uuid
-import base58 
-
-### Garante suporte nativo no Python 3.14+ ou usa fallback para versões anteriores
-
-if sys.version_info >= (3, 14):
-from uuid import uuid7
-else:
-from uuid6 import uuid7 
-
-def uuid7_to_base58() -> tuple[str, str]:
-"""Gera um UUIDv7 e o codifica em uma string compacta Base58.""" 
-
-### 1. Gera o UUIDv7 padrão (128 bits / 16 bytes)
-
-u7 = uuid7() 
-
-### 2. Transforma os 16 bytes do UUID em Base58 (sem o checksum do Bitcoin)
-
-# .zfill(22) garante que ele sempre tenha 22 caracteres se houver zeros à esquerda
-
-encoded_b58 = base58.b58encode(u7.bytes).decode('utf-8').zfill(22)
-
-return str(u7), encoded_b58
-
-def base58_to_uuid7(b58_string: str) -> str:
-"""Decodifica uma string Base58 de volta para o formato original de UUIDv7.""" 
-
-### 1. Decodifica a string de volta para os 16 bytes originais
-
-decoded_bytes = base58.b58decode(b58_string) 
-
-### 2. Reconstrói o objeto UUID a partir dos bytes
-
-return str(uuid.UUID(bytes=decoded_bytes)) 
-
-### --- Demonstração de Uso ---
-
-if **name** == "**main**": 
-
-### Gerando o ID compactado
-
-uuid_original, id_base58 = uuid7_to_base58() 
-
-print(f"UUIDv7 Original (36 chars): {uuid_original}")
-print(f"UUIDv7 em Base58 (22 chars): {id_base58}") 
-
-### Revertendo para provar que é bidirecional (lossless)
-
-uuid_revertido = base58_to_uuid7(id_base58)
-print(f"Decodificado de volta:       {uuid_revertido}") 
-
-assert uuid_original == uuid_revertido, "Erro: Os UUIDs não coincidem!"
-print("\nSucesso! Conversão perfeita e segura para URLs.")