First commit

.flake8

@@ -0,0 +1,19 @@
+[flake8]
+ignore =
+  D203,
+  # line too long
+  E501
+per-file-ignores =
+  # imported but unused
+  # __init__.py: F401
+  test_*.py: F401
+exclude =
+  .git,
+  __pycache__,
+  docs/source/conf.py,
+  old,
+  build,
+  dist,
+  .venv
+  pad*.py
+max-complexity = 25

.github/workflows/codeql-analysis.yml

@@ -0,0 +1,67 @@
+# For most projects, this workflow file will not need changing; you simply need
+# to commit it to your repository.
+#
+# You may wish to alter this file to override the set of languages analyzed,
+# or to provide custom queries or build logic.
+#
+# ******** NOTE ********
+# We have attempted to detect the languages in your repository. Please check
+# the `language` matrix defined below to confirm you have the correct set of
+# supported CodeQL languages.
+#
+name: "CodeQL"
+
+on:
+  push:
+    branches: [ master ]
+  pull_request:
+    # The branches below must be a subset of the branches above
+    branches: [ master ]
+  schedule:
+    - cron: '16 15 * * 2'
+
+jobs:
+  analyze:
+    name: Analyze
+    runs-on: ubuntu-latest
+
+    strategy:
+      fail-fast: false
+      matrix:
+        language: [ 'python' ]
+        # CodeQL supports [ 'cpp', 'csharp', 'go', 'java', 'javascript', 'python' ]
+        # Learn more:
+        # https://docs.github.com/en/free-pro-team@latest/github/finding-security-vulnerabilities-and-errors-in-your-code/configuring-code-scanning#changing-the-languages-that-are-analyzed
+
+    steps:
+    - name: Checkout repository
+      uses: actions/checkout@v2
+
+    # Initializes the CodeQL tools for scanning.
+    - name: Initialize CodeQL
+      uses: github/codeql-action/init@v1
+      with:
+        languages: ${{ matrix.language }}
+        # If you wish to specify custom queries, you can do so here or in a config file.
+        # By default, queries listed here will override any specified in a config file.
+        # Prefix the list here with "+" to use these queries and those in the config file.
+        # queries: ./path/to/local/query, your-org/your-repo/queries@main
+
+    # Autobuild attempts to build any compiled languages  (C/C++, C#, or Java).
+    # If this step fails, then you should remove it and run the build manually (see below)
+    - name: Autobuild
+      uses: github/codeql-action/autobuild@v1
+
+    # ℹ️ Command-line programs to run using the OS shell.
+    # 📚 https://git.io/JvXDl
+
+    # ✏️ If the Autobuild fails above, remove it and uncomment the following three lines
+    #    and modify them (or add more) to build your code if your project
+    #    uses a compiled language
+
+    #- run: |
+    #   make bootstrap
+    #   make release
+
+    - name: Perform CodeQL Analysis
+      uses: github/codeql-action/analyze@v1

.github/workflows/routine-tests.yml

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+name: tests
+
+on:
+  push:
+
+jobs:
+  flake8-pytest:
+    strategy:
+      fail-fast: false
+      matrix:
+        python-version: [3.7, 3.8]
+        poetry-version: [1.1.2]
+        os: [ubuntu-18.04, macos-latest, windows-latest]
+    runs-on: ${{ matrix.os }}
+    steps:
+      - uses: actions/checkout@v2
+      - uses: actions/setup-python@v2
+        with:
+          python-version: ${{ matrix.python-version }}
+      - uses: abatilo/actions-poetry@v2.0.0
+        with:
+          poetry-version: ${{ matrix.poetry-version }}
+      - name: Install packages
+        run: poetry install  # --no-dev
+      - name: Run flake8
+        run: |
+          poetry run flake8 --exit-zero
+          # poetry run pytest
+      - name: Run pytest
+        run: poetry run pytest

LICENSE

@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2020 ffreemt
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.

README.md

@@ -0,0 +1,26 @@
+# convbot
+[![tests](https://github.com/ffreemt/convbot/actions/workflows/routine-tests.yml/badge.svg)](https://github.com/ffreemt/convbot/actions)[![python](https://img.shields.io/static/v1?label=python+&message=3.7%2B&color=blue)](https://img.shields.io/static/v1?label=python+&message=3.7%2B&color=blue)[![Code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black)[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)[![PyPI version](https://badge.fury.io/py/convbot.svg)](https://badge.fury.io/py/convbot)
+
+A conversational bot based on huggingface transformers
+
+## Install it
+
+```shell
+pip install convbot
+# or poetry add convbot
+# pip install git+htts://github.com/ffreemt/convbot
+# poetry add git+htts://github.com/ffreemt/convbot
+
+# To upgrade
+pip install convbot -U
+# or poetry add convbot@latest
+```
+
+## Use it
+```python
+from convbot import convbot
+
+convertbot("How are you?")
+# I am good  # or along that line
+
+```

convbot/__init__.py

@@ -0,0 +1,5 @@
+"""Init."""
+__version__ = "0.1.0"
+from .convbot import convbot
+
+__all__ = ("convbot",)

convbot/convbot.py

@@ -0,0 +1,124 @@
+"""Generate a response."""
+# pylint:disable=line-too-long, too-many-argument
+from transformers import AutoModelForCausalLM, AutoTokenizer
+import torch
+from logzero import logger
+
+# model_name = "microsoft/DialoGPT-large"
+# model_name = "microsoft/DialoGPT-small"
+# pylint: disable=invalid-name
+model_name = "microsoft/DialoGPT-medium"
+tokenizer = AutoTokenizer.from_pretrained(model_name)
+model = AutoModelForCausalLM.from_pretrained(model_name)
+
+
+def _convbot(
+        text: str,
+        max_length: int = 1000,
+        do_sample: bool = True,
+        top_p: float = 0.95,
+        top_k: int = 0,
+        temperature: float = 0.75,
+) -> str:
+    """Generate a reponse.
+
+    Args
+        n_retires: retry if response is  "" or the same as previouse resp.
+
+    Returns
+        reply
+    """
+    try:
+        chat_history_ids = _convbot.chat_history_ids
+    except AttributeError:
+        chat_history_ids = ""
+
+    try:
+        chat_history_ids = _convbot.chat_history_ids
+    except AttributeError:
+        chat_history_ids = ""
+
+    input_ids = tokenizer.encode(text + tokenizer.eos_token, return_tensors="pt")
+    if chat_history_ids:
+        bot_input_ids = torch.cat([chat_history_ids,  input_ids], dim=-1)
+    else:
+        bot_input_ids = input_ids
+
+    # generate a bot response
+    chat_history_ids = model.generate(
+        bot_input_ids,
+        max_length=max_length,
+        do_sample=do_sample,
+        top_p=top_p,
+        top_k=top_k,
+        temperature=temperature,
+        pad_token_id=tokenizer.eos_token_id
+    )
+
+    output = tokenizer.decode(chat_history_ids[:, bot_input_ids.shape[-1]:][0], skip_special_tokens=True)
+    _convbot.chat_history_ids = chat_history_ids
+
+    return output
+
+
+def convbot(
+        text: str,
+        n_reties: int = 3,
+        max_length: int = 1000,
+        do_sample: bool = True,
+        top_p: float = 0.95,
+        top_k: int = 0,
+        temperature: float = 0.75,
+) -> str:
+    """Generate a response."""
+    try:
+        n_reties = int(n_reties)
+    except Exception as e:
+        logger.error(e)
+        raise
+    try:
+        prev_resp = convbot.prev_resp
+    except AttributeError:
+        prev_resp = ""
+
+    resp = _convbot(text, max_length, top_p, top_p, temperature)
+    
+    # retry n_retires if resp is empty
+    if not resp.strip():
+        idx = 0
+        while idx < n_retires:
+            idx += 1
+            _convbot.chat_history_ids = ""
+            resp = _convbot(text, max_length, top_p, top_p, temperature)
+            if resp.strip():
+                break
+        else:
+            logger.warning("bot acting up (empty response), something has gone awry")
+    
+    # check repeated responses
+    if resp.strip() == convbot.prev_resp:
+        idx = 0
+        while idx < n_retires:
+            idx += 1
+            resp = _convbot(text, max_length, top_p, top_p, temperature)
+            if resp.strip() != convbot.prev_resp: 
+                break
+        else:
+            logger.warning("bot acting up (repeating), something has gone awry")
+
+    convbot.prev_resp = resp
+
+    return resp
+
+
+def main():
+    print("Talk to me")
+    while 1:
+        text = input("You: ")
+        resp = _convbot(text)
+        print("Bot: ", resp)
+
+
+if __name__ == "__main__":
+    main()
+

nodemon.json

@@ -0,0 +1,21 @@
+{
+  "restartable": "rs",
+  "ignore": [
+    ".venv",
+    ".git",
+    "node_modules/**/node_modules"
+  ],
+  "verbose": true,
+  "execMap": {
+    "js": "node --harmony"
+  },
+  "watch": [
+    "tests",
+    "test/fixtures/",
+    "test/samples/"
+  ],
+  "env": {
+    "NODE_ENV": "development"
+  },
+  "ext": "js json py"
+}

package.json

@@ -0,0 +1,27 @@
+{
+    "name": "convbot",
+    "version": "0.1.0",
+    "description": "description",
+    "main": "index.js",
+    "repository": "git@github.com:ffreemt/convbot.git",
+    "author": "ffreemt",
+    "license": "MIT",
+    "dependencies": {
+        "npm-run-all": "^4.1.5"
+    },
+    "scripts": {
+        "start": "pyright && pytest && yarn style",
+        "test": "nodemon -w tests -w convbot -x pytest tests",
+        "pyright": "nodemon -w convbot -w .venv -e .py -x pyright convbot tests",
+        "pytest": "nodemon -w tests -w convbot -e .py -x pytest tests convbot",
+        "style": "nodemon -w convbot -w tests -x \"black tests convbot && python -m flake8\"",
+        "docstyle": "nodemon -w convbot -w tests -x pydocstyle --convention=google tests convbot",
+        "pylint": "nodemon -w convbot -e .py -x pylint convbot",
+        "test:convbot": "nodemon -w tests -e .py -x pytest -k convbot tests",
+        "publish": "poetry build && poetry publish",
+        "black": "black tests convbot",
+        "flake8": "flake8 tests convbot",
+        "pep257": "pep257 tests convbot",
+        "final": "run-s pep257 black flake8 pytest"
+    }
+}

poetry.lock

@@ -0,0 +1,869 @@
+[[package]]
+name = "atomicwrites"
+version = "1.4.0"
+description = "Atomic file writes."
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[[package]]
+name = "attrs"
+version = "19.3.0"
+description = "Classes Without Boilerplate"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[package.extras]
+azure-pipelines = ["coverage", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "zope.interface", "pytest-azurepipelines"]
+dev = ["coverage", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "zope.interface", "sphinx", "pre-commit"]
+docs = ["sphinx", "zope.interface"]
+tests = ["coverage", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "zope.interface"]
+
+[[package]]
+name = "certifi"
+version = "2021.5.30"
+description = "Python package for providing Mozilla's CA Bundle."
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "charset-normalizer"
+version = "2.0.3"
+description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
+category = "main"
+optional = false
+python-versions = ">=3.5.0"
+
+[package.extras]
+unicode_backport = ["unicodedata2"]
+
+[[package]]
+name = "cli-ui"
+version = "0.10.3"
+description = "Build Nice User Interfaces In The Terminal"
+category = "dev"
+optional = false
+python-versions = ">=3.5,<4.0"
+
+[package.dependencies]
+colorama = ">=0.4.1,<0.5.0"
+tabulate = ">=0.8.3,<0.9.0"
+unidecode = ">=1.0.23,<2.0.0"
+
+[[package]]
+name = "click"
+version = "8.0.1"
+description = "Composable command line interface toolkit"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
+
+[[package]]
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+version = "0.4.4"
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+
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+category = "dev"
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+
+[[package]]
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+version = "0.6.2"
+description = "Pythonic argument parser, that will make you smile"
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+
+[[package]]
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+python-versions = "*"
+
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+name = "flake8"
+version = "3.9.2"
+description = "the modular source code checker: pep8 pyflakes and co"
+category = "dev"
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+
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+pycodestyle = ">=2.7.0,<2.8.0"
+pyflakes = ">=2.3.0,<2.4.0"
+
+[[package]]
+name = "huggingface-hub"
+version = "0.0.12"
+description = "Client library to download and publish models on the huggingface.co hub"
+category = "main"
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+python-versions = ">=3.6.0"
+
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+packaging = ">=20.9"
+requests = "*"
+tqdm = "*"
+typing-extensions = "*"
+
+[package.extras]
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+dev = ["pytest", "black (>=20.8b1)", "isort (>=5.5.4)", "flake8 (>=3.8.3)"]
+quality = ["black (>=20.8b1)", "isort (>=5.5.4)", "flake8 (>=3.8.3)"]
+testing = ["pytest"]
+torch = ["torch"]
+
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+
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+
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+
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+
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+
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+
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+
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+    {file = "wcwidth-0.2.5.tar.gz", hash = "sha256:c4d647b99872929fdb7bdcaa4fbe7f01413ed3d98077df798530e5b04f116c83"},
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+zipp = [
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+    {file = "zipp-3.5.0.tar.gz", hash = "sha256:f5812b1e007e48cff63449a5e9f4e7ebea716b4111f9c4f9a645f91d579bf0c4"},
+]

pyproject.toml

@@ -0,0 +1,39 @@
+[tool.poetry]
+name = "convbot"
+version = "0.1.0"
+description = "pack_name descr "
+authors = ["ffreemt"]
+license = "MIT"
+readme = "README.md"
+repository = "https://github.com/ffreemt/convbot"
+include = ["LICENSE"]
+
+[tool.poetry.dependencies]
+python = "^3.7"
+# python = "^3.6.7"
+logzero = "^1.7.0"
+transformers = "^4.9.0"
+torch = {version = "^1.9.0", python = "^3.7", platform = "linux"}
+
+[tool.poe.executor]
+type = "poetry"
+
+[tool.poe.tasks]
+test = "pytest tests"
+build = "poetry build"
+_publish = "poetry publish"
+release = ["test", "build", "_publish"]
+lint = { cmd = "pylint convbot" }
+format = "black tests convbot"
+tunnel = {cmd ="ssh -CN ip_or_hostname_defined_in_hosts -L 9091:127.0.0.1:9091"}
+
+[tool.poetry.dev-dependencies]
+pytest = "^5.2"
+flake8 = "^3.9.2"
+pep257 = "^0.7.0"
+tbump = "^6.3.2"
+poethepoet = "^0.10.0"
+
+[build-system]
+requires = ["poetry-core>=1.0.0"]
+build-backend = "poetry.core.masonry.api"

pyrightconfig.json

@@ -0,0 +1,9 @@
+{
+   "include": ["tests", "convbot"],
+  "venvPath": ".venv",
+  "reportTypeshedErrors": false,
+  "reportMissingImports": true,
+  "reportMissingTypeStubs": false,
+  "pythonVersion": "3.7",
+  "ignore": []
+}

pytest.ini

@@ -0,0 +1,3 @@
+[pytest]
+addopts = --doctest-modules
+log_cli = true

rsync-from-acone3.bat

@@ -0,0 +1 @@
+rsync -uvaz acone3:myapps-acone3/convbot/ ./ --exclude=.venv --exclude=.pytest_cache --exclude=convbot/__pycache__/ 

rundown.bat_

@@ -0,0 +1,41 @@
+cdto pypi
+
+cookiecut cookiecutter-pypi-project
+cd repo-name
+poetry install
+yarn
+
+check cookiecutter.
+rg --pcre2 "(?<!\.)(:?repo_name|pack_name|mod_name|func_name)" --hidden
+
+git init
+poetry37 add logzero
+poetry37 add pylint flake8 tbump ipython pep257 --dev
+
+yarn init
+or pnpm init
+or npm init
+
+yarn add npm-run-all  # run-s
+
+tbump init 0.1.0
+REM tbump init --pyproject 0.1.0
+  [[files]]
+  src = "*/__init__.py"
+  [[files]]
+  src = "package.json"
+  [[files]]
+  src = "tests/_test_*.py"
+
+edit package.json
+  "scritpts": {
+  "start": "pyright && pytest tests && yarn style"
+  }
+
+poetry version patch  # Bumped to 0.1.x
+git ac "Bump version"
+tbump 0.1.x
+
+poetry publish --build
+REM or
+poetry build && poetry publish

tbump.toml

@@ -0,0 +1,44 @@
+# Uncomment this if your project is hosted on GitHub:
+# github_url = "https://github.com/<user or organization>/<project>/"
+
+[version]
+current = "0.1.0"
+
+# Example of a semver regexp.
+# Make sure this matches current_version before
+# using tbump
+regex = '''
+  (?P<major>\d+)
+  \.
+  (?P<minor>\d+)
+  \.
+  (?P<patch>\d+)
+  '''
+
+[git]
+message_template = "Bump to {new_version}"
+tag_template = "v{new_version}"
+
+# For each file to patch, add a [[file]] config
+# section containing the path of the file, relative to the
+# tbump.toml location.
+[[file]]
+src = "*/__init__.py"
+[[file]]
+src = "package.json"
+[[file]]
+src = "tests/test_*.py"
+
+# You can specify a list of commands to
+# run after the files have been patched
+# and before the git commit is made
+
+#  [[before_commit]]
+#  name = "check changelog"
+#  cmd = "grep -q {new_version} Changelog.rst"
+
+# Or run some commands after the git tag and the branch
+# have been pushed:
+#  [[after_push]]
+#  name = "publish"
+#  cmd = "./publish.sh"

tests/__init__.py

@@ -0,0 +1 @@
+"""Init."""

tests/test_convbot.py

@@ -0,0 +1,22 @@
+"""Test convbot."""
+from convbot import __version__
+from convbot import convbot
+
+
+def test_version():
+    """Test version."""
+    assert __version__ == "0.1.0"
+
+
+def test_sanity():
+    """Sanity check."""
+    try:
+        assert not convbot()
+    except Exception:
+        assert True
+
+
+def test_convbot():
+    resp = convbot("How are you?")
+    assert len(resp) > 3
+