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# Auto detect text files and perform LF normalization | ||
* text=auto |
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# Byte-compiled / optimized / DLL files | ||
__pycache__/ | ||
*.py[cod] | ||
*$py.class | ||
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# C extensions | ||
*.so | ||
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# Distribution / packaging | ||
.Python | ||
build/ | ||
develop-eggs/ | ||
dist/ | ||
downloads/ | ||
eggs/ | ||
.eggs/ | ||
lib/ | ||
lib64/ | ||
parts/ | ||
sdist/ | ||
var/ | ||
wheels/ | ||
share/python-wheels/ | ||
*.egg-info/ | ||
.installed.cfg | ||
*.egg | ||
MANIFEST | ||
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# PyInstaller | ||
# Usually these files are written by a python script from a template | ||
# before PyInstaller builds the exe, so as to inject date/other infos into it. | ||
*.manifest | ||
*.spec | ||
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# Installer logs | ||
pip-log.txt | ||
pip-delete-this-directory.txt | ||
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# Unit test / coverage reports | ||
htmlcov/ | ||
.tox/ | ||
.nox/ | ||
.coverage | ||
.coverage.* | ||
.cache | ||
nosetests.xml | ||
coverage.xml | ||
*.cover | ||
*.py,cover | ||
.hypothesis/ | ||
.pytest_cache/ | ||
cover/ | ||
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# Translations | ||
*.mo | ||
*.pot | ||
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# Django stuff: | ||
*.log | ||
local_settings.py | ||
db.sqlite3 | ||
db.sqlite3-journal | ||
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# Flask stuff: | ||
instance/ | ||
.webassets-cache | ||
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# Scrapy stuff: | ||
.scrapy | ||
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# Sphinx documentation | ||
docs/_build/ | ||
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# PyBuilder | ||
.pybuilder/ | ||
target/ | ||
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# Jupyter Notebook | ||
.ipynb_checkpoints | ||
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# IPython | ||
profile_default/ | ||
ipython_config.py | ||
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# pyenv | ||
# For a library or package, you might want to ignore these files since the code is | ||
# intended to run in multiple environments; otherwise, check them in: | ||
# .python-version | ||
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# pipenv | ||
# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. | ||
# However, in case of collaboration, if having platform-specific dependencies or dependencies | ||
# having no cross-platform support, pipenv may install dependencies that don't work, or not | ||
# install all needed dependencies. | ||
#Pipfile.lock | ||
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# poetry | ||
# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. | ||
# This is especially recommended for binary packages to ensure reproducibility, and is more | ||
# commonly ignored for libraries. | ||
# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control | ||
#poetry.lock | ||
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# PEP 582; used by e.g. github.com/David-OConnor/pyflow | ||
__pypackages__/ | ||
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# Celery stuff | ||
celerybeat-schedule | ||
celerybeat.pid | ||
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# SageMath parsed files | ||
*.sage.py | ||
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# Environments | ||
.env | ||
.venv | ||
env/ | ||
venv/ | ||
ENV/ | ||
env.bak/ | ||
venv.bak/ | ||
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# Spyder project settings | ||
.spyderproject | ||
.spyproject | ||
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# Rope project settings | ||
.ropeproject | ||
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# mkdocs documentation | ||
/site | ||
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# mypy | ||
.mypy_cache/ | ||
.dmypy.json | ||
dmypy.json | ||
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# Pyre type checker | ||
.pyre/ | ||
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# pytype static type analyzer | ||
.pytype/ | ||
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# Cython debug symbols | ||
cython_debug/ | ||
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# PyCharm | ||
# JetBrains specific template is maintainted in a separate JetBrains.gitignore that can | ||
# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore | ||
# and can be added to the global gitignore or merged into this file. For a more nuclear | ||
# option (not recommended) you can uncomment the following to ignore the entire idea folder. | ||
#.idea/ |
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hello |
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import redis | ||
import json | ||
import requests | ||
from tenacity import retry, stop_after_attempt | ||
from blacksmith.llm import llm_call | ||
from blacksmith.defaults.prompts import DEFAULT_SYSTEM_PROMPT, DEFAULT_REACT_PROMPT | ||
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# Connect to tool storage service | ||
# We should expose an SDK to create a client and manually retrieve tools if user has their own Agent implementation | ||
r = redis.Redis(host="redis-service", port=6379) | ||
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class Agent: | ||
def __init__(self, **kwargs) -> None: | ||
type = kwargs.get("type", "zero-shot-react") | ||
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# Make this a switch case | ||
if type == "zero-shot-react": | ||
self.prompt = DEFAULT_REACT_PROMPT | ||
self.system_prompt = DEFAULT_SYSTEM_PROMPT | ||
else: | ||
self.prompt = kwargs.get("prompt") | ||
self.system_prompt = kwargs.get("system_prompt") | ||
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self.tools = kwargs.get( | ||
"tools", [json.loads(tool.decode()) for tool in r.lrange("tools", 0, -1)] | ||
) | ||
self.max_loops = kwargs.get("max_loops", 5) | ||
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def process(self, messages, query): | ||
func_calls = [] | ||
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@retry(stop=stop_after_attempt(self.max_loops)) | ||
def _think(): | ||
resp = llm_call(messages=messages, tools=self.tools) | ||
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iterations = 0 | ||
while True: | ||
print("Iteration ", iterations) | ||
print(resp) | ||
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content = resp.get("content") | ||
if content and ("Final Answer:" in content): | ||
print(messages) | ||
final_answer_index = content.index("Final Answer:") + len("Final Answer:") | ||
final_answer = content[final_answer_index:].strip() | ||
return final_answer | ||
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func = resp.get("function_call") | ||
if func: | ||
service_name = func["name"] | ||
args = json.loads(func["arguments"]) | ||
url = f"http://{service_name}:80" | ||
tool_res = requests.get(url=url, json=args) | ||
data = tool_res.json() | ||
print(f"Executed function {service_name}. Result: {data}") | ||
func_calls.append( | ||
{ | ||
"execution_order": iterations, | ||
"function_name": {service_name}, | ||
"params": {func["arguments"]}, | ||
"result": {json.dumps(data)}, | ||
} | ||
) | ||
messages.append( | ||
{ | ||
"role": "user", | ||
"content": f""" | ||
Result of {service_name} is {data}. | ||
Generate an observation based on this result. | ||
If you have enough information to answer {query}, return the final answer prefixed with 'Final Answer:'. | ||
Otherwise, based on this observation, proceed with other function calls to gather information as appropriate. | ||
""", | ||
} | ||
) | ||
resp = llm_call(messages=messages, tools=self.tools) | ||
iterations += 1 | ||
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return _think(), func_calls | ||
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def run(self, input: str) -> None: | ||
formatted_prompt = self.prompt.format(input=input) | ||
messages = [ | ||
{"role": "system", "content": self.system_prompt}, | ||
{"role": "user", "content": formatted_prompt}, | ||
] | ||
return self.process(messages=messages, query=input) |
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DEFAULT_SYSTEM_PROMPT = """ | ||
**Instructions:** | ||
1. Provide a clear and concise description of your question or request. | ||
2. Include any relevant details or context that can help the model understand your prompt. | ||
3. If applicable, specify the desired format or structure for the response. | ||
4. Feel free to ask follow-up questions or provide additional instructions as needed. | ||
**Prompt:** | ||
""" | ||
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DEFAULT_REACT_PROMPT = """ | ||
Answer the following questions as best you can. | ||
If the user demands a final answer but you are unsure, consider executing a function call to gather more information. | ||
The result of all previous function calls will be added to the conversation history as an observation. | ||
Begin! | ||
Question: {input} | ||
Decompose the question into multiple subquestions, and answer each one individually in order to arrive at the final answer. | ||
""" |
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import openai | ||
import os | ||
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# TODO: Only load functions if called from an "agent" | ||
def llm_call(messages, tools): | ||
MODEL = os.getenv("MODEL") | ||
TEMPERATURE = int(os.getenv("TEMPERATURE")) | ||
return openai.ChatCompletion.create( | ||
model=MODEL, | ||
messages=messages, | ||
temperature=TEMPERATURE, | ||
functions=tools, | ||
)["choices"][0]["message"] |
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import time | ||
import argparse | ||
import os | ||
import shutil | ||
from blacksmith.scripts.images import build_agent_images, build_tool_images | ||
from blacksmith.scripts.k8s import ( | ||
create_k8s_manifest, | ||
create_redis, | ||
apply_k8s_manifest, | ||
apply_redis, | ||
remove, | ||
) | ||
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def build_command(args): | ||
# Create temporary build path | ||
os.makedirs("./tmp") | ||
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print("🕵️♀️ Building agent images...") | ||
agent_specs = build_agent_images() | ||
print("✨ Completed!") | ||
print("🛠️ Building tool images...") | ||
tool_specs = build_tool_images() | ||
print("✨ Completed!") | ||
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# Remove intermediate build files | ||
shutil.rmtree("./tmp") | ||
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# Create k8s manifests | ||
os.makedirs("./k8s") | ||
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# Clear existing manifest.yaml file | ||
with open(f"./k8s/manifest.yaml", "w") as file: | ||
file.write("") | ||
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print("📦 Creating manifest...") | ||
create_k8s_manifest(agent_specs, tool_specs) | ||
print("✨ Completed!") | ||
print("⚙️ Building Redis tool registry...") | ||
create_redis() | ||
print("✨ Completed!") | ||
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def apply_command(args): | ||
print("🚀 Deploying Redis tool registry...") | ||
apply_redis() | ||
print("✨ Deployment completed!") | ||
print("🚀 Deploying agent and tools...") | ||
time.sleep(2) # use a liveness probe here instead | ||
apply_k8s_manifest() | ||
print("✨ Deployment completed!") | ||
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def delete_command(args): | ||
print("🚫 Deleting deployments...") | ||
remove() | ||
print("✅ Deployments deleted.") | ||
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# Remove k8s when done | ||
shutil.rmtree("./k8s") | ||
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def main(): | ||
parser = argparse.ArgumentParser(prog="blacksmith") | ||
subparsers = parser.add_subparsers(title="subcommands", dest="subcommand") | ||
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# Build step (images, manifest files) | ||
build_parser = subparsers.add_parser("build", help="Build tools") | ||
build_parser.set_defaults(func=build_command) | ||
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# Apply step (kubectl apply) | ||
build_parser = subparsers.add_parser("apply", help="Apply") | ||
build_parser.set_defaults(func=apply_command) | ||
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# Remove all deployments | ||
build_parser = subparsers.add_parser("delete", help="Remove all deployments") | ||
build_parser.set_defaults(func=delete_command) | ||
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args = parser.parse_args() | ||
if hasattr(args, "func"): | ||
args.func(args) | ||
else: | ||
parser.print_help() | ||
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if __name__ == "__main__": | ||
main() |
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