12 fix docs (#13)

* fix dependencies uv.lock

* refactor test markers for clarity

* refactor: clean up imports and remove unused files

* refactor: remove unused agent files and clean up market API instructions

* refactor: enhance wrapper initialization with keyword arguments and clean up tests

* refactor: remove PublicBinanceAgent

* refactor: aggregator
- simplified MarketDataAggregator and related models to functions

* refactor: update README and .env.example to reflect the latest changes to the project

* refactor: simplify product info and price creation in YFinanceWrapper

* refactor: remove get_all_products method from market API wrappers and update documentation

* fix: environment variable assertions

* refactor: remove status attribute from ProductInfo and update related methods to use timestamp_ms

* feat: implement aggregate_history_prices function to calculate hourly price averages

* refactor: update docker-compose and app.py for improved environment variable handling and compatibility

* feat: add detailed market instructions and improve error handling in price aggregation methods

* feat: add aggregated news retrieval methods for top headlines and latest news

* refactor: improve error messages in WrapperHandler for better clarity

* fix: correct quote currency extraction in create_product_info and remove debug prints from tests
This commit was merged in pull request #13.
This commit is contained in:
Giacomo Bertolazzi
2025-10-02 01:40:59 +02:00
committed by GitHub
parent a8755913d8
commit d2fbc0ceea
41 changed files with 726 additions and 1553 deletions

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@@ -2,13 +2,9 @@
# Configurazioni per i modelli di linguaggio
###############################################################################
# Alcune API sono a pagamento, altre hanno un piano gratuito con limiti di utilizzo
# Vedi https://docs.agno.com/examples/models per vedere tutti i modelli supportati
# https://makersuite.google.com/app/apikey
GOOGLE_API_KEY=
# Inserire il percorso di installazione di ollama (es. /usr/share/ollama/.ollama)
# attenzione che fra Linux nativo e WSL il percorso è diverso
OLLAMA_MODELS_PATH=
###############################################################################
# Configurazioni per gli agenti di mercato
###############################################################################

122
README.md
View File

@@ -9,53 +9,69 @@ L'obiettivo è quello di creare un sistema di consulenza finanziaria basato su L
# **Indice**
- [Installazione](#installazione)
- [Ollama (Modelli Locali)](#ollama-modelli-locali)
- [Variabili d'Ambiente](#variabili-dambiente)
- [Installazione in locale con UV](#installazione-in-locale-con-uv)
- [Installazione con Docker](#installazione-con-docker)
- [1. Variabili d'Ambiente](#1-variabili-dambiente)
- [2. Ollama](#2-ollama)
- [3. Docker](#3-docker)
- [4. UV (solo per sviluppo locale)](#4-uv-solo-per-sviluppo-locale)
- [Applicazione](#applicazione)
- [Ultimo Aggiornamento](#ultimo-aggiornamento)
- [Tests](#tests)
# **Installazione**
Per l'installazione di questo progetto si consiglia di utilizzare **Docker**. Con questo approccio si evita di dover installare manualmente tutte le dipendenze e si può eseguire il progetto in un ambiente isolato.
Per lo sviluppo locale si può utilizzare **uv** che si occupa di creare un ambiente virtuale e installare tutte le dipendenze.
L'installazione di questo progetto richiede 3 passaggi totali (+1 se si vuole sviluppare in locale) che devono essere eseguiti in sequenza. Se questi passaggi sono eseguiti correttamente, l'applicazione dovrebbe partire senza problemi. Altrimenti è molto probabile che si verifichino errori di vario tipo (moduli mancanti, chiavi API non trovate, ecc.).
In ogni caso, ***prima*** di avviare l'applicazione è però necessario configurare correttamente le **API keys** e installare Ollama per l'utilizzo dei modelli locali, altrimenti il progetto, anche se installato correttamente, non riuscirà a partire.
1. Configurare le variabili d'ambiente
2. Installare Ollama e i modelli locali
3. Far partire il progetto con Docker (consigliato)
4. (Solo per sviluppo locale) Installare uv e creare l'ambiente virtuale
### Ollama (Modelli Locali)
Per utilizzare modelli AI localmente, è necessario installare Ollama:
> [!IMPORTANT]\
> Prima di iniziare, assicurarsi di avere clonato il repository e di essere nella cartella principale del progetto.
**1. Installazione Ollama**:
- **Linux**: `curl -fsSL https://ollama.com/install.sh | sh`
- **macOS/Windows**: Scarica l'installer da [https://ollama.com/download/windows](https://ollama.com/download/windows)
### **1. Variabili d'Ambiente**
**2. GPU Support (Raccomandato)**:
Per utilizzare la GPU con Ollama, assicurati di avere NVIDIA CUDA Toolkit installato:
- **Download**: [NVIDIA CUDA Downloads](https://developer.nvidia.com/cuda-downloads?target_os=Windows&target_arch=x86_64&target_version=11&target_type=exe_local)
- **Documentazione WSL**: [CUDA WSL User Guide](https://docs.nvidia.com/cuda/wsl-user-guide/index.html)
**3. Installazione Modelli**:
Si possono avere più modelli installati contemporaneamente. Per questo progetto si consiglia di utilizzare il modello open source `gpt-oss` poiché prestante e compatibile con tante funzionalità. Per il download: `ollama pull gpt-oss:latest`
### Variabili d'Ambiente
**1. Copia il file di esempio**:
Copia il file `.env.example` in `.env` e modificalo con le tue API keys:
```sh
cp .env.example .env
```
**2. Modifica il file .env** creato con le tue API keys e il path dei modelli Ollama, inserendoli nelle variabili opportune dopo l'uguale e ***senza*** spazi.
Le API Keys devono essere inserite nelle variabili opportune dopo l'uguale e ***senza*** spazi. Esse si possono ottenere tramite i loro providers (alcune sono gratuite, altre a pagamento).\
Nel file [.env.example](.env.example) sono presenti tutte le variabili da compilare con anche il link per recuperare le chiavi, quindi, dopo aver copiato il file, basta seguire le istruzioni al suo interno.
Le API Keys puoi ottenerle tramite i seguenti servizi (alcune sono gratuite, altre a pagamento):
- **Google AI**: [Google AI Studio](https://makersuite.google.com/app/apikey) (gratuito con limiti)
- **Anthropic**: [Anthropic Console](https://console.anthropic.com/)
- **DeepSeek**: [DeepSeek Platform](https://platform.deepseek.com/)
- **OpenAI**: [OpenAI Platform](https://platform.openai.com/api-keys)
Le chiavi non sono necessarie per far partire l'applicazione, ma senza di esse alcune funzionalità non saranno disponibili o saranno limitate. Per esempio senza la chiave di NewsAPI non si potranno recuperare le ultime notizie sul mercato delle criptovalute. Ciononostante, l'applicazione usa anche degli strumenti che non richiedono chiavi API, come Yahoo Finance e GNews, che permettono di avere comunque un'analisi di base del mercato.
### **2. Ollama**
Per utilizzare modelli AI localmente, è necessario installare Ollama, un gestore di modelli LLM che consente di eseguire modelli direttamente sul proprio hardware. Si consiglia di utilizzare Ollama con il supporto GPU per prestazioni ottimali, ma è possibile eseguirlo anche solo con la CPU.
Per l'installazione scaricare Ollama dal loro [sito ufficiale](https://ollama.com/download/linux).
Dopo l'installazione, si possono iniziare a scaricare i modelli desiderati tramite il comando `ollama pull <model>:<tag>`.
I modelli usati dall'applicazione sono visibili in [src/app/models.py](src/app/models.py). Di seguito metto lo stesso una lista di modelli, ma potrebbe non essere aggiornata:
- `gpt-oss:latest`
- `qwen3:latest`
- `qwen3:4b`
- `qwen3:1.7b`
### **3. Docker**
Se si vuole solamente avviare il progetto, si consiglia di utilizzare [Docker](https://www.docker.com), dato che sono stati creati i files [Dockerfile](Dockerfile) e [docker-compose.yaml](docker-compose.yaml) per creare il container con tutti i file necessari e già in esecuzione.
```sh
# Configura le variabili d'ambiente
cp .env.example .env
nano .env # Modifica il file
# Avvia il container
docker compose up --build -d
```
Se si sono seguiti i passaggi precedenti per la configurazione delle variabili d'ambiente, l'applicazione dovrebbe partire correttamente, dato che il file `.env` verrà automaticamente caricato nel container grazie alla configurazione in `docker-compose.yaml`.
### **4. UV (solo per sviluppo locale)**
Per prima cosa installa uv se non è già presente sul sistema
## **Installazione in locale con UV**
**1. Installazione uv**: Per prima cosa installa uv se non è già presente sul sistema:
```sh
# Windows (PowerShell)
powershell -ExecutionPolicy ByPass -c "irm https://astral.sh/uv/install.ps1 | iex"
@@ -64,54 +80,28 @@ powershell -ExecutionPolicy ByPass -c "irm https://astral.sh/uv/install.ps1 | ie
curl -LsSf https://astral.sh/uv/install.sh | sh
```
**2. Ambiente e dipendenze**: uv installerà python e creerà automaticamente l'ambiente virtuale con le dipendenze corrette:
UV installerà python e creerà automaticamente l'ambiente virtuale con le dipendenze corrette (nota che questo passaggio è opzionale, dato che uv, ogni volta che si esegue un comando, controlla se l'ambiente è attivo e se le dipendenze sono installate):
```sh
uv sync --frozen --no-cache
```
**3. Run**: Successivamente si può far partire il progetto tramite il comando:
A questo punto si può far partire il progetto tramite il comando:
```sh
uv run python src/app.py
```
## **Installazione con Docker**
Alternativamente, se si ha installato [Docker](https://www.docker.com), si può utilizzare il [Dockerfile](Dockerfile) e il [docker-compose.yaml](docker-compose.yaml) per creare il container con tutti i file necessari e già in esecuzione:
**IMPORTANTE**: Assicurati di aver configurato il file `.env` come descritto sopra prima di avviare Docker.
```sh
docker compose up --build -d
```
Il file `.env` verrà automaticamente caricato nel container grazie alla configurazione in `docker-compose.yaml`.
# **Applicazione**
***L'applicazione è attualmente in fase di sviluppo.***
Usando la libreria ``gradio`` è stata creata un'interfaccia web semplice per interagire con l'agente principale. Gli agenti secondari si trovano nella cartella `src/app/agents` e sono:
- **Market Agent**: Agente unificato che supporta multiple fonti di dati (Coinbase + CryptoCompare) con auto-configurazione
- **News Agent**: Recupera le notizie finanziarie più recenti utilizzando.
- **Social Agent**: Analizza i sentimenti sui social media utilizzando.
- **Market Agent**: Agente unificato che supporta multiple fonti di dati con auto-retry e gestione degli errori.
- **News Agent**: Recupera le notizie finanziarie più recenti sul mercato delle criptovalute.
- **Social Agent**: Analizza i sentimenti sui social media riguardo alle criptovalute.
- **Predictor Agent**: Utilizza i dati raccolti dagli altri agenti per fare previsioni.
## Ultimo Aggiornamento
### Cose non funzionanti
- **Market Agent**: Non è un vero agente dato che non usa LLM per ragionare ma prende solo i dati
- **market_aggregator.py**: Non è usato per ora
- **News Agent**: Non funziona lo scraping online, per ora usa dati mock
- **Social Agent**: Non funziona lo scraping online, per ora usa dati mock
- **Demos**: Le demos nella cartella [demos](demos) non sono aggiornate e non funzionano per ora
### ToDo
- [X] Per lo scraping online bisogna iscriversi e recuperare le chiavi API
- [X] **Market Agent**: [CryptoCompare](https://www.cryptocompare.com/cryptopian/api-keys)
- [X] **Market Agent**: [Coinbase](https://www.coinbase.com/cloud/discover/api-keys)
- [ ] **News Agent**: [CryptoPanic](https://cryptopanic.com/)
- [ ] **Social Agent**: [post più hot da r/CryptoCurrency (Reddit)](https://www.reddit.com/)
- [ ] Capire come `gpt-oss` parsifica la risposta e per questioni "estetiche" si può pensare di visualizzare lo stream dei token. Vedere il sorgente `src/ollama_demo.py` per risolvere il problema.
## Tests
Per eseguire i test, assicurati di aver configurato correttamente le variabili d'ambiente nel file `.env` come descritto sopra. Poi esegui il comando:
@@ -119,8 +109,8 @@ Per eseguire i test, assicurati di aver configurato correttamente le variabili d
uv run pytest -v
# Oppure per test specifici
uv run pytest -v tests/agents/test_market.py
uv run pytest -v tests/agents/test_predictor.py
uv run pytest -v tests/api/test_binance.py
uv run pytest -v -k "test_news"
# Oppure usando i markers
uv run pytest -v -m api

View File

@@ -154,7 +154,7 @@ class ProviderTester:
if product:
print(f"📦 Product: {product.symbol} (ID: {product.id})")
print(f" Price: ${product.price:.2f}, Quote: {product.quote_currency}")
print(f" Status: {product.status}, Volume 24h: {product.volume_24h:,.2f}")
print(f" Volume 24h: {product.volume_24h:,.2f}")
else:
print(f"📦 Product: Nessun prodotto trovato per {symbol}")
@@ -186,24 +186,6 @@ class ProviderTester:
results["tests"]["get_products"] = f"ERROR: {error_msg}"
results["overall_status"] = "PARTIAL"
# Test get_all_products
timestamp = datetime.now()
try:
all_products = wrapper.get_all_products()
self.formatter.print_request_info(
provider_name, "get_all_products()", timestamp, "✅ SUCCESS"
)
self.formatter.print_product_table(all_products, f"{provider_name} All Products")
results["tests"]["get_all_products"] = "SUCCESS"
except Exception as e:
error_msg = str(e)
self.formatter.print_request_info(
provider_name, "get_all_products()", timestamp, "❌ ERROR", error_msg
)
results["tests"]["get_all_products"] = f"ERROR: {error_msg}"
results["overall_status"] = "PARTIAL"
# Test get_historical_prices
timestamp = datetime.now()
try:

View File

@@ -9,12 +9,4 @@ services:
env_file:
- .env
environment:
# Modelli supportati
- OLLAMA_HOST=http://host.docker.internal:11434
- GOOGLE_API_KEY=${GOOGLE_API_KEY}
# Chiavi per le crypto API
- CDP_API_KEY_NAME=${CDP_API_KEY_NAME}
- CDP_API_PRIVATE_KEY=${CDP_API_PRIVATE_KEY}
- CRYPTOCOMPARE_API_KEY=${CRYPTOCOMPARE_API_KEY}
- BINANCE_API_KEY=${BINANCE_API_KEY}
- BINANCE_API_SECRET=${BINANCE_API_SECRET}

View File

@@ -36,6 +36,7 @@ dependencies = [
# API di social media
"praw", # Reddit
]
[tool.pytest.ini_options]
pythonpath = ["src"]
testpaths = ["tests"]

View File

@@ -42,6 +42,7 @@ if __name__ == "__main__":
analyze_btn = gr.Button("🔎 Analizza")
analyze_btn.click(fn=pipeline.interact, inputs=[user_input], outputs=output)
server, port = ("0.0.0.0", 8000)
log_info(f"Starting UPO AppAI on http://{server}:{port}")
server, port = ("0.0.0.0", 8000) # 0.0.0.0 per docker compatibility
server_log = "localhost" if server == "0.0.0.0" else server
log_info(f"Starting UPO AppAI on http://{server_log}:{port}")
demo.launch(server_name=server, server_port=port, quiet=True)

View File

@@ -1,90 +0,0 @@
from typing import Union, List, Dict, Optional, Any, Iterator, Sequence
from agno.agent import Agent
from agno.models.message import Message
from agno.run.agent import RunOutput, RunOutputEvent
from pydantic import BaseModel
from app.toolkits.market_toolkit import MarketToolkit
from app.markets.base import ProductInfo # modello dati già definito nel tuo progetto
class MarketAgent(Agent):
"""
Wrapper che trasforma MarketToolkit in un Agent compatibile con Team.
Produce sia output leggibile (content) che dati strutturati (metadata).
"""
def __init__(self, currency: str = "USD"):
super().__init__()
self.toolkit = MarketToolkit()
self.currency = currency
self.name = "MarketAgent"
def run(
self,
input: Union[str, List, Dict, Message, BaseModel, List[Message]],
*,
stream: Optional[bool] = None,
stream_intermediate_steps: Optional[bool] = None,
user_id: Optional[str] = None,
session_id: Optional[str] = None,
session_state: Optional[Dict[str, Any]] = None,
audio: Optional[Sequence[Any]] = None,
images: Optional[Sequence[Any]] = None,
videos: Optional[Sequence[Any]] = None,
files: Optional[Sequence[Any]] = None,
retries: Optional[int] = None,
knowledge_filters: Optional[Dict[str, Any]] = None,
add_history_to_context: Optional[bool] = None,
add_dependencies_to_context: Optional[bool] = None,
add_session_state_to_context: Optional[bool] = None,
dependencies: Optional[Dict[str, Any]] = None,
metadata: Optional[Dict[str, Any]] = None,
yield_run_response: bool = False,
debug_mode: Optional[bool] = None,
**kwargs: Any,
) -> Union[RunOutput, Iterator[Union[RunOutputEvent, RunOutput]]]:
# 1. Estraggo la query dal parametro "input"
if isinstance(input, str):
query = input
elif isinstance(input, dict) and "query" in input:
query = input["query"]
elif isinstance(input, Message):
query = input.content
elif isinstance(input, BaseModel):
query = str(input)
elif isinstance(input, list) and input and isinstance(input[0], Message):
query = input[0].content
else:
query = str(input)
# 2. Individuo i simboli da analizzare
symbols = []
for token in query.upper().split():
if token in ("BTC", "ETH", "XRP", "LTC", "BCH"): # TODO: estendere dinamicamente
symbols.append(token)
if not symbols:
symbols = ["BTC", "ETH"] # default
# 3. Recupero i dati dal toolkit
results = []
products: List[ProductInfo] = []
try:
products.extend(self.toolkit.get_current_prices(symbols)) # supponiamo ritorni un ProductInfo o simile
# Usa list comprehension per iterare symbols e products insieme
results.extend([
f"{symbol}: ${product.price:.2f}" if hasattr(product, 'price') and product.price else f"{symbol}: N/A"
for symbol, product in zip(symbols, products)
])
except Exception as e:
results.extend(f"Errore: Impossibile recuperare i dati di mercato\n{str(e)}")
# 4. Preparo output leggibile + metadati strutturati
output_text = "📊 Dati di mercato:\n" + "\n".join(results)
return RunOutput(
content=output_text,
metadata={"products": products}
)

View File

@@ -1,35 +0,0 @@
from agno.agent import Agent
class NewsAgent(Agent):
"""
Gli agenti devono esporre un metodo run con questa firma.
def run(
self,
input: Union[str, List, Dict, Message, BaseModel, List[Message]],
*,
stream: Optional[bool] = None,
stream_intermediate_steps: Optional[bool] = None,
user_id: Optional[str] = None,
session_id: Optional[str] = None,
session_state: Optional[Dict[str, Any]] = None,
audio: Optional[Sequence[Any]] = None,
images: Optional[Sequence[Any]] = None,
videos: Optional[Sequence[Any]] = None,
files: Optional[Sequence[Any]] = None,
retries: Optional[int] = None,
knowledge_filters: Optional[Dict[str, Any]] = None,
add_history_to_context: Optional[bool] = None,
add_dependencies_to_context: Optional[bool] = None,
add_session_state_to_context: Optional[bool] = None,
dependencies: Optional[Dict[str, Any]] = None,
metadata: Optional[Dict[str, Any]] = None,
yield_run_response: bool = False,
debug_mode: Optional[bool] = None,
**kwargs: Any,
) -> Union[RunOutput, Iterator[Union[RunOutputEvent, RunOutput]]]:
"""
@staticmethod
def analyze(query: str) -> str:
# Mock analisi news
return "📰 Sentiment news: ottimismo sul mercato crypto grazie all'adozione istituzionale."

View File

@@ -1,36 +0,0 @@
from agno.agent import Agent
class SocialAgent(Agent):
"""
Gli agenti devono esporre un metodo run con questa firma.
def run(
self,
input: Union[str, List, Dict, Message, BaseModel, List[Message]],
*,
stream: Optional[bool] = None,
stream_intermediate_steps: Optional[bool] = None,
user_id: Optional[str] = None,
session_id: Optional[str] = None,
session_state: Optional[Dict[str, Any]] = None,
audio: Optional[Sequence[Any]] = None,
images: Optional[Sequence[Any]] = None,
videos: Optional[Sequence[Any]] = None,
files: Optional[Sequence[Any]] = None,
retries: Optional[int] = None,
knowledge_filters: Optional[Dict[str, Any]] = None,
add_history_to_context: Optional[bool] = None,
add_dependencies_to_context: Optional[bool] = None,
add_session_state_to_context: Optional[bool] = None,
dependencies: Optional[Dict[str, Any]] = None,
metadata: Optional[Dict[str, Any]] = None,
yield_run_response: bool = False,
debug_mode: Optional[bool] = None,
**kwargs: Any,
) -> Union[RunOutput, Iterator[Union[RunOutputEvent, RunOutput]]]:
"""
@staticmethod
def analyze(query: str) -> str:
# Mock analisi social
return "💬 Sentiment social: forte interesse retail su nuove altcoin emergenti."

View File

@@ -1,36 +1,41 @@
from agno.tools import Toolkit
from app.utils.wrapper_handler import WrapperHandler
from app.utils.market_aggregation import aggregate_product_info, aggregate_history_prices
from .base import BaseWrapper, ProductInfo, Price
from .coinbase import CoinBaseWrapper
from .binance import BinanceWrapper
from .cryptocompare import CryptoCompareWrapper
from .yfinance import YFinanceWrapper
from .binance_public import PublicBinanceAgent
from app.utils.wrapper_handler import WrapperHandler
from typing import List, Optional
from agno.tools import Toolkit
__all__ = [ "MarketAPIs", "BinanceWrapper", "CoinBaseWrapper", "CryptoCompareWrapper", "YFinanceWrapper", "PublicBinanceAgent" ]
__all__ = [ "MarketAPIs", "BinanceWrapper", "CoinBaseWrapper", "CryptoCompareWrapper", "YFinanceWrapper" ]
class MarketAPIsTool(BaseWrapper, Toolkit):
"""
Classe per gestire le API di mercato disponibili.
Supporta due modalità:
1. **Modalità standard** (default): usa il primo wrapper disponibile
2. **Modalità aggregazione**: aggrega dati da tutte le fonti disponibili
L'aggregazione può essere abilitata/disabilitata dinamicamente.
Class that aggregates multiple market API wrappers and manages them using WrapperHandler.
This class supports retrieving product information and historical prices.
This class can also aggregate data from multiple sources to provide a more comprehensive view of the market.
The following wrappers are included in this order:
- BinanceWrapper
- YFinanceWrapper
- CoinBaseWrapper
- CryptoCompareWrapper
"""
def __init__(self, currency: str = "USD", enable_aggregation: bool = False):
self.currency = currency
wrappers = [ BinanceWrapper, CoinBaseWrapper, CryptoCompareWrapper, YFinanceWrapper ]
self.wrappers: WrapperHandler[BaseWrapper] = WrapperHandler.build_wrappers(wrappers)
# Inizializza l'aggregatore solo se richiesto (lazy initialization)
self._aggregator = None
self._aggregation_enabled = enable_aggregation
def __init__(self, currency: str = "USD"):
"""
Initialize the MarketAPIsTool with multiple market API wrappers.
The following wrappers are included in this order:
- BinanceWrapper
- YFinanceWrapper
- CoinBaseWrapper
- CryptoCompareWrapper
Args:
currency (str): Valuta in cui restituire i prezzi. Default è "USD".
"""
kwargs = {"currency": currency or "USD"}
wrappers = [ BinanceWrapper, YFinanceWrapper, CoinBaseWrapper, CryptoCompareWrapper ]
self.wrappers: WrapperHandler[BaseWrapper] = WrapperHandler.build_wrappers(wrappers, kwargs=kwargs)
Toolkit.__init__(
self,
@@ -38,60 +43,64 @@ class MarketAPIsTool(BaseWrapper, Toolkit):
tools=[
self.get_product,
self.get_products,
self.get_all_products,
self.get_historical_prices,
self.get_products_aggregated,
self.get_historical_prices_aggregated,
],
)
def _get_aggregator(self):
"""Lazy initialization dell'aggregatore"""
if self._aggregator is None:
from app.utils.market_data_aggregator import MarketDataAggregator
self._aggregator = MarketDataAggregator(self.currency)
self._aggregator.enable_aggregation(self._aggregation_enabled)
return self._aggregator
def get_product(self, asset_id: str) -> Optional[ProductInfo]:
"""Ottieni informazioni su un prodotto specifico"""
if self._aggregation_enabled:
return self._get_aggregator().get_product(asset_id)
def get_product(self, asset_id: str) -> ProductInfo:
return self.wrappers.try_call(lambda w: w.get_product(asset_id))
def get_products(self, asset_ids: List[str]) -> List[ProductInfo]:
"""Ottieni informazioni su multiple prodotti"""
if self._aggregation_enabled:
return self._get_aggregator().get_products(asset_ids)
def get_products(self, asset_ids: list[str]) -> list[ProductInfo]:
return self.wrappers.try_call(lambda w: w.get_products(asset_ids))
def get_all_products(self) -> List[ProductInfo]:
"""Ottieni tutti i prodotti disponibili"""
if self._aggregation_enabled:
return self._get_aggregator().get_all_products()
return self.wrappers.try_call(lambda w: w.get_all_products())
def get_historical_prices(self, asset_id: str = "BTC", limit: int = 100) -> List[Price]:
"""Ottieni dati storici dei prezzi"""
if self._aggregation_enabled:
return self._get_aggregator().get_historical_prices(asset_id, limit)
def get_historical_prices(self, asset_id: str = "BTC", limit: int = 100) -> list[Price]:
return self.wrappers.try_call(lambda w: w.get_historical_prices(asset_id, limit))
# Metodi per controllare l'aggregazione
def enable_aggregation(self, enabled: bool = True):
"""Abilita/disabilita la modalità aggregazione"""
self._aggregation_enabled = enabled
if self._aggregator:
self._aggregator.enable_aggregation(enabled)
def is_aggregation_enabled(self) -> bool:
"""Verifica se l'aggregazione è abilitata"""
return self._aggregation_enabled
def get_products_aggregated(self, asset_ids: list[str]) -> list[ProductInfo]:
"""
Restituisce i dati aggregati per una lista di asset_id.\n
Attenzione che si usano tutte le fonti, quindi potrebbe usare molte chiamate API (che potrebbero essere a pagamento).
Args:
asset_ids (list[str]): Lista di asset_id da cercare.
Returns:
list[ProductInfo]: Lista di ProductInfo aggregati.
"""
all_products = self.wrappers.try_call_all(lambda w: w.get_products(asset_ids))
return aggregate_product_info(all_products)
# Metodo speciale per debugging (opzionale)
def get_aggregated_product_with_debug(self, asset_id: str) -> dict:
def get_historical_prices_aggregated(self, asset_id: str = "BTC", limit: int = 100) -> list[Price]:
"""
Metodo speciale per ottenere dati aggregati con informazioni di debug.
Disponibile solo quando l'aggregazione è abilitata.
Restituisce i dati storici aggregati per un asset_id. Usa i dati di tutte le fonti disponibili e li aggrega.\n
Attenzione che si usano tutte le fonti, quindi potrebbe usare molte chiamate API (che potrebbero essere a pagamento).
Args:
asset_id (str): Asset ID da cercare.
limit (int): Numero massimo di dati storici da restituire.
Returns:
list[Price]: Lista di Price aggregati.
"""
all_prices = self.wrappers.try_call_all(lambda w: w.get_historical_prices(asset_id, limit))
return aggregate_history_prices(all_prices)
MARKET_INSTRUCTIONS = """
**TASK:** You are a specialized **Crypto Price Data Retrieval Agent**. Your primary goal is to fetch the most recent and/or historical price data for requested cryptocurrency assets (e.g., 'BTC', 'ETH', 'SOL'). You must provide the data in a clear and structured format.
**AVAILABLE TOOLS:**
1. `get_products(asset_ids: list[str])`: Get **current** product/price info for a list of assets. **(PREFERITA: usa questa per i prezzi live)**
2. `get_historical_prices(asset_id: str, limit: int)`: Get historical price data for one asset. Default limit is 100. **(PREFERITA: usa questa per i dati storici)**
3. `get_products_aggregated(asset_ids: list[str])`: Get **aggregated current** product/price info for a list of assets. **(USA SOLO SE richiesto 'aggregato' o se `get_products` fallisce)**
4. `get_historical_prices_aggregated(asset_id: str, limit: int)`: Get **aggregated historical** price data for one asset. **(USA SOLO SE richiesto 'aggregato' o se `get_historical_prices` fallisce)**
**USAGE GUIDELINE:**
* **Asset ID:** Always convert common names (e.g., 'Bitcoin', 'Ethereum') into their official ticker/ID (e.g., 'BTC', 'ETH').
* **Cost Management (Cruciale per LLM locale):**
* **Priorità Bassa per Aggregazione:** **Non** usare i metodi `*aggregated` a meno che l'utente non lo richieda esplicitamente o se i metodi non-aggregati falliscono.
* **Limitazione Storica:** Il limite predefinito per i dati storici deve essere **20** punti dati, a meno che l'utente non specifichi un limite diverso.
* **Fallimento Tool:** Se lo strumento non restituisce dati per un asset specifico, rispondi per quell'asset con: "Dati di prezzo non trovati per [Asset ID]."
**REPORTING REQUIREMENT:**
1. **Format:** Output the results in a clear, easy-to-read list or table.
2. **Live Price Request:** If an asset's *current price* is requested, report the **Asset ID**, **Latest Price**, and **Time/Date of the price**.
3. **Historical Price Request:** If *historical data* is requested, report the **Asset ID**, the **Limit** of points returned, and the **First** and **Last** entries from the list of historical prices (Date, Price). Non stampare l'intera lista di dati storici.
4. **Output:** For all requests, fornire un **unico e conciso riepilogo** dei dati reperiti.
"""
if not self._aggregation_enabled:
raise RuntimeError("L'aggregazione deve essere abilitata per usare questo metodo")
return self._get_aggregator().get_aggregated_product_with_debug(asset_id)

View File

@@ -1,4 +1,3 @@
from pydantic import BaseModel
class BaseWrapper:
@@ -15,7 +14,7 @@ class BaseWrapper:
Returns:
ProductInfo: An object containing product information.
"""
raise NotImplementedError
raise NotImplementedError("This method should be overridden by subclasses")
def get_products(self, asset_ids: list[str]) -> list['ProductInfo']:
"""
@@ -25,15 +24,7 @@ class BaseWrapper:
Returns:
list[ProductInfo]: A list of objects containing product information.
"""
raise NotImplementedError
def get_all_products(self) -> list['ProductInfo']:
"""
Get product information for all available assets.
Returns:
list[ProductInfo]: A list of objects containing product information.
"""
raise NotImplementedError
raise NotImplementedError("This method should be overridden by subclasses")
def get_historical_prices(self, asset_id: str = "BTC", limit: int = 100) -> list['Price']:
"""
@@ -44,7 +35,7 @@ class BaseWrapper:
Returns:
list[Price]: A list of Price objects.
"""
raise NotImplementedError
raise NotImplementedError("This method should be overridden by subclasses")
class ProductInfo(BaseModel):
"""
@@ -55,7 +46,6 @@ class ProductInfo(BaseModel):
symbol: str = ""
price: float = 0.0
volume_24h: float = 0.0
status: str = ""
quote_currency: str = ""
class Price(BaseModel):
@@ -68,4 +58,4 @@ class Price(BaseModel):
open: float = 0.0
close: float = 0.0
volume: float = 0.0
time: str = ""
timestamp_ms: int = 0 # Timestamp in milliseconds

View File

@@ -3,16 +3,25 @@ from datetime import datetime
from binance.client import Client
from .base import ProductInfo, BaseWrapper, Price
def get_product(currency: str, ticker_data: dict[str, str]) -> 'ProductInfo':
def get_product(currency: str, ticker_data: dict[str, str]) -> ProductInfo:
product = ProductInfo()
product.id = ticker_data.get('symbol')
product.symbol = ticker_data.get('symbol', '').replace(currency, '')
product.price = float(ticker_data.get('price', 0))
product.volume_24h = float(ticker_data.get('volume', 0))
product.status = "TRADING" # Binance non fornisce status esplicito
product.quote_currency = currency
return product
def get_price(kline_data: list) -> Price:
price = Price()
price.open = float(kline_data[1])
price.high = float(kline_data[2])
price.low = float(kline_data[3])
price.close = float(kline_data[4])
price.volume = float(kline_data[5])
price.timestamp_ms = kline_data[0]
return price
class BinanceWrapper(BaseWrapper):
"""
Wrapper per le API autenticate di Binance.\n
@@ -54,17 +63,6 @@ class BinanceWrapper(BaseWrapper):
return [get_product(self.currency, ticker) for ticker in tickers]
def get_all_products(self) -> list[ProductInfo]:
all_tickers = self.client.get_ticker()
products = []
for ticker in all_tickers:
# Filtra solo i simboli che terminano con la valuta di default
if ticker['symbol'].endswith(self.currency):
product = get_product(self.currency, ticker)
products.append(product)
return products
def get_historical_prices(self, asset_id: str = "BTC", limit: int = 100) -> list[Price]:
symbol = self.__format_symbol(asset_id)
@@ -74,15 +72,5 @@ class BinanceWrapper(BaseWrapper):
interval=Client.KLINE_INTERVAL_1HOUR,
limit=limit,
)
return [get_price(kline) for kline in klines]
prices = []
for kline in klines:
price = Price()
price.open = float(kline[1])
price.high = float(kline[2])
price.low = float(kline[3])
price.close = float(kline[4])
price.volume = float(kline[5])
price.time = str(datetime.fromtimestamp(kline[0] / 1000))
prices.append(price)
return prices

View File

@@ -1,218 +0,0 @@
"""
Versione pubblica di Binance per accesso ai dati pubblici senza autenticazione.
Questa implementazione estende BaseWrapper per mantenere coerenza
con l'architettura del modulo markets.
"""
from typing import Optional, Dict, Any
from datetime import datetime, timedelta
from binance.client import Client
from .base import BaseWrapper, ProductInfo, Price
class PublicBinanceAgent(BaseWrapper):
"""
Agent per l'accesso ai dati pubblici di Binance.
Utilizza l'API pubblica di Binance per ottenere informazioni
sui prezzi e sui mercati senza richiedere autenticazione.
"""
def __init__(self):
"""Inizializza il client pubblico senza credenziali."""
self.client = Client()
def __format_symbol(self, asset_id: str) -> str:
"""
Formatta l'asset_id per Binance (es. BTC -> BTCUSDT).
Args:
asset_id: ID dell'asset (es. "BTC", "ETH")
Returns:
Simbolo formattato per Binance
"""
if asset_id.endswith("USDT") or asset_id.endswith("BUSD"):
return asset_id
return f"{asset_id}USDT"
def get_product(self, asset_id: str) -> ProductInfo:
"""
Ottiene informazioni su un singolo prodotto.
Args:
asset_id: ID dell'asset (es. "BTC")
Returns:
Oggetto ProductInfo con le informazioni del prodotto
"""
symbol = self.__format_symbol(asset_id)
try:
ticker = self.client.get_symbol_ticker(symbol=symbol)
ticker_24h = self.client.get_ticker(symbol=symbol)
return ProductInfo.from_binance(ticker, ticker_24h)
except Exception as e:
print(f"Errore nel recupero del prodotto {asset_id}: {e}")
return ProductInfo(id=asset_id, symbol=asset_id)
def get_products(self, asset_ids: list[str]) -> list[ProductInfo]:
"""
Ottiene informazioni su più prodotti.
Args:
asset_ids: Lista di ID degli asset
Returns:
Lista di oggetti ProductInfo
"""
products = []
for asset_id in asset_ids:
product = self.get_product(asset_id)
products.append(product)
return products
def get_all_products(self) -> list[ProductInfo]:
"""
Ottiene informazioni su tutti i prodotti disponibili.
Returns:
Lista di oggetti ProductInfo per i principali asset
"""
# Per la versione pubblica, restituiamo solo i principali asset
major_assets = ["BTC", "ETH", "BNB", "ADA", "DOT", "LINK", "LTC", "XRP"]
return self.get_products(major_assets)
def get_historical_prices(self, asset_id: str = "BTC") -> list[Price]:
"""
Ottiene i prezzi storici per un asset.
Args:
asset_id: ID dell'asset (default: "BTC")
Returns:
Lista di oggetti Price con i dati storici
"""
symbol = self.__format_symbol(asset_id)
try:
# Ottieni candele degli ultimi 30 giorni
end_time = datetime.now()
start_time = end_time - timedelta(days=30)
klines = self.client.get_historical_klines(
symbol,
Client.KLINE_INTERVAL_1DAY,
start_time.strftime("%d %b %Y %H:%M:%S"),
end_time.strftime("%d %b %Y %H:%M:%S")
)
prices = []
for kline in klines:
price = Price(
open=float(kline[1]),
high=float(kline[2]),
low=float(kline[3]),
close=float(kline[4]),
volume=float(kline[5]),
time=str(datetime.fromtimestamp(kline[0] / 1000))
)
prices.append(price)
return prices
except Exception as e:
print(f"Errore nel recupero dei prezzi storici per {asset_id}: {e}")
return []
def get_public_prices(self, symbols: Optional[list[str]] = None) -> Optional[Dict[str, Any]]:
"""
Ottiene i prezzi pubblici per i simboli specificati.
Args:
symbols: Lista di simboli da recuperare (es. ["BTCUSDT", "ETHUSDT"]).
Se None, recupera BTC e ETH di default.
Returns:
Dizionario con i prezzi e informazioni sulla fonte, o None in caso di errore.
"""
if symbols is None:
symbols = ["BTCUSDT", "ETHUSDT"]
try:
prices = {}
for symbol in symbols:
ticker = self.client.get_symbol_ticker(symbol=symbol)
# Converte BTCUSDT -> BTC_USD per consistenza
clean_symbol = symbol.replace("USDT", "_USD").replace("BUSD", "_USD")
prices[clean_symbol] = float(ticker['price'])
return {
**prices,
'source': 'binance_public',
'timestamp': self.client.get_server_time()['serverTime']
}
except Exception as e:
print(f"Errore nel recupero dei prezzi pubblici: {e}")
return None
def get_24hr_ticker(self, symbol: str) -> Optional[Dict[str, Any]]:
"""
Ottiene le statistiche 24h per un simbolo specifico.
Args:
symbol: Simbolo del trading pair (es. "BTCUSDT")
Returns:
Dizionario con le statistiche 24h o None in caso di errore.
"""
try:
ticker = self.client.get_ticker(symbol=symbol)
return {
'symbol': ticker['symbol'],
'price': float(ticker['lastPrice']),
'price_change': float(ticker['priceChange']),
'price_change_percent': float(ticker['priceChangePercent']),
'high_24h': float(ticker['highPrice']),
'low_24h': float(ticker['lowPrice']),
'volume_24h': float(ticker['volume']),
'source': 'binance_public'
}
except Exception as e:
print(f"Errore nel recupero del ticker 24h per {symbol}: {e}")
return None
def get_exchange_info(self) -> Optional[Dict[str, Any]]:
"""
Ottiene informazioni generali sull'exchange.
Returns:
Dizionario con informazioni sull'exchange o None in caso di errore.
"""
try:
info = self.client.get_exchange_info()
return {
'timezone': info['timezone'],
'server_time': info['serverTime'],
'symbols_count': len(info['symbols']),
'source': 'binance_public'
}
except Exception as e:
print(f"Errore nel recupero delle informazioni exchange: {e}")
return None
# Esempio di utilizzo
if __name__ == "__main__":
# Uso senza credenziali
public_agent = PublicBinanceAgent()
# Ottieni prezzi di default (BTC e ETH)
public_prices = public_agent.get_public_prices()
print("Prezzi pubblici:", public_prices)
# Ottieni statistiche 24h per BTC
btc_stats = public_agent.get_24hr_ticker("BTCUSDT")
print("Statistiche BTC 24h:", btc_stats)
# Ottieni informazioni exchange
exchange_info = public_agent.get_exchange_info()
print("Info exchange:", exchange_info)

View File

@@ -6,24 +6,22 @@ from coinbase.rest.types.product_types import Candle, GetProductResponse, Produc
from .base import ProductInfo, BaseWrapper, Price
def get_product(product_data: GetProductResponse | Product) -> 'ProductInfo':
def get_product(product_data: GetProductResponse | Product) -> ProductInfo:
product = ProductInfo()
product.id = product_data.product_id or ""
product.symbol = product_data.base_currency_id or ""
product.price = float(product_data.price) if product_data.price else 0.0
product.volume_24h = float(product_data.volume_24h) if product_data.volume_24h else 0.0
# TODO Check what status means in Coinbase
product.status = product_data.status or ""
return product
def get_price(candle_data: Candle) -> 'Price':
def get_price(candle_data: Candle) -> Price:
price = Price()
price.high = float(candle_data.high) if candle_data.high else 0.0
price.low = float(candle_data.low) if candle_data.low else 0.0
price.open = float(candle_data.open) if candle_data.open else 0.0
price.close = float(candle_data.close) if candle_data.close else 0.0
price.volume = float(candle_data.volume) if candle_data.volume else 0.0
price.time = str(candle_data.start) if candle_data.start else ""
price.timestamp_ms = int(candle_data.start) * 1000 if candle_data.start else 0
return price
@@ -49,10 +47,10 @@ class CoinBaseWrapper(BaseWrapper):
def __init__(self, currency: str = "USD"):
api_key = os.getenv("COINBASE_API_KEY")
assert api_key is not None, "API key is required"
assert api_key, "COINBASE_API_KEY environment variable not set"
api_private_key = os.getenv("COINBASE_API_SECRET")
assert api_private_key is not None, "API private key is required"
assert api_private_key, "COINBASE_API_SECRET environment variable not set"
self.currency = currency
self.client: RESTClient = RESTClient(
@@ -73,10 +71,6 @@ class CoinBaseWrapper(BaseWrapper):
assets = self.client.get_products(product_ids=all_asset_ids)
return [get_product(asset) for asset in assets.products]
def get_all_products(self) -> list[ProductInfo]:
assets = self.client.get_products()
return [get_product(asset) for asset in assets.products]
def get_historical_prices(self, asset_id: str = "BTC", limit: int = 100) -> list[Price]:
asset_id = self.__format(asset_id)
end_time = datetime.now()

View File

@@ -1,26 +1,26 @@
import os
import requests
from typing import Optional, Dict, Any
from .base import ProductInfo, BaseWrapper, Price
def get_product(asset_data: dict) -> 'ProductInfo':
def get_product(asset_data: dict) -> ProductInfo:
product = ProductInfo()
product.id = asset_data['FROMSYMBOL'] + '-' + asset_data['TOSYMBOL']
product.symbol = asset_data['FROMSYMBOL']
product.price = float(asset_data['PRICE'])
product.volume_24h = float(asset_data['VOLUME24HOUR'])
product.status = "" # Cryptocompare does not provide status
product.id = asset_data.get('FROMSYMBOL', '') + '-' + asset_data.get('TOSYMBOL', '')
product.symbol = asset_data.get('FROMSYMBOL', '')
product.price = float(asset_data.get('PRICE', 0))
product.volume_24h = float(asset_data.get('VOLUME24HOUR', 0))
assert product.price > 0, "Invalid price data received from CryptoCompare"
return product
def get_price(price_data: dict) -> 'Price':
def get_price(price_data: dict) -> Price:
price = Price()
price.high = float(price_data['high'])
price.low = float(price_data['low'])
price.open = float(price_data['open'])
price.close = float(price_data['close'])
price.volume = float(price_data['volumeto'])
price.time = str(price_data['time'])
price.high = float(price_data.get('high', 0))
price.low = float(price_data.get('low', 0))
price.open = float(price_data.get('open', 0))
price.close = float(price_data.get('close', 0))
price.volume = float(price_data.get('volumeto', 0))
price.timestamp_ms = price_data.get('time', 0) * 1000
assert price.timestamp_ms > 0, "Invalid timestamp data received from CryptoCompare"
return price
@@ -34,12 +34,12 @@ class CryptoCompareWrapper(BaseWrapper):
"""
def __init__(self, currency:str='USD'):
api_key = os.getenv("CRYPTOCOMPARE_API_KEY")
assert api_key is not None, "API key is required"
assert api_key, "CRYPTOCOMPARE_API_KEY environment variable not set"
self.api_key = api_key
self.currency = currency
def __request(self, endpoint: str, params: Optional[Dict[str, Any]] = None) -> Dict[str, Any]:
def __request(self, endpoint: str, params: dict[str, str] | None = None) -> dict[str, str]:
if params is None:
params = {}
params['api_key'] = self.api_key
@@ -67,11 +67,7 @@ class CryptoCompareWrapper(BaseWrapper):
assets.append(get_product(asset_data))
return assets
def get_all_products(self) -> list[ProductInfo]:
# TODO serve davvero il workaroud qui? Possiamo prendere i dati da un altro endpoint intanto
raise NotImplementedError("get_all_products is not supported by CryptoCompare API")
def get_historical_prices(self, asset_id: str, limit: int = 100) -> list[dict]:
def get_historical_prices(self, asset_id: str, limit: int = 100) -> list[Price]:
response = self.__request("/data/v2/histohour", params = {
"fsym": asset_id,
"tsym": self.currency,

View File

@@ -3,63 +3,29 @@ from agno.tools.yfinance import YFinanceTools
from .base import BaseWrapper, ProductInfo, Price
def create_product_info(symbol: str, stock_data: dict) -> ProductInfo:
def create_product_info(stock_data: dict[str, str]) -> ProductInfo:
"""
Converte i dati di YFinanceTools in ProductInfo.
"""
product = ProductInfo()
# ID univoco per yfinance
product.id = f"yfinance_{symbol}"
product.symbol = symbol
# Estrai il prezzo corrente - gestisci diversi formati
if 'currentPrice' in stock_data:
product.price = float(stock_data['currentPrice'])
elif 'regularMarketPrice' in stock_data:
product.price = float(stock_data['regularMarketPrice'])
elif 'Current Stock Price' in stock_data:
# Formato: "254.63 USD" - estrai solo il numero
price_str = stock_data['Current Stock Price'].split()[0]
try:
product.price = float(price_str)
except ValueError:
product.price = 0.0
else:
product.price = 0.0
# Volume 24h
if 'volume' in stock_data:
product.volume_24h = float(stock_data['volume'])
elif 'regularMarketVolume' in stock_data:
product.volume_24h = float(stock_data['regularMarketVolume'])
else:
product.volume_24h = 0.0
# Status basato sulla disponibilità dei dati
product.status = "trading" if product.price > 0 else "offline"
# Valuta (default USD)
product.quote_currency = stock_data.get('currency', 'USD') or 'USD'
product.id = stock_data.get('Symbol', '')
product.symbol = product.id.split('-')[0] # Rimuovi il suffisso della valuta per le crypto
product.price = float(stock_data.get('Current Stock Price', f"0.0 USD").split(" ")[0]) # prende solo il numero
product.volume_24h = 0.0 # YFinance non fornisce il volume 24h direttamente
product.quote_currency = product.id.split('-')[1] # La valuta è la parte dopo il '-'
return product
def create_price_from_history(hist_data: dict, timestamp: str) -> Price:
def create_price_from_history(hist_data: dict[str, str]) -> Price:
"""
Converte i dati storici di YFinanceTools in Price.
"""
price = Price()
if timestamp in hist_data:
day_data = hist_data[timestamp]
price.high = float(day_data.get('High', 0.0))
price.low = float(day_data.get('Low', 0.0))
price.open = float(day_data.get('Open', 0.0))
price.close = float(day_data.get('Close', 0.0))
price.volume = float(day_data.get('Volume', 0.0))
price.time = timestamp
price.high = float(hist_data.get('High', 0.0))
price.low = float(hist_data.get('Low', 0.0))
price.open = float(hist_data.get('Open', 0.0))
price.close = float(hist_data.get('Close', 0.0))
price.volume = float(hist_data.get('Volume', 0.0))
price.timestamp_ms = int(hist_data.get('Timestamp', '0'))
return price
@@ -72,143 +38,43 @@ class YFinanceWrapper(BaseWrapper):
def __init__(self, currency: str = "USD"):
self.currency = currency
# Inizializza YFinanceTools - non richiede parametri specifici
self.tool = YFinanceTools()
def _format_symbol(self, asset_id: str) -> str:
"""
Formatta il simbolo per yfinance.
Per crypto, aggiunge '-USD' se non presente.
Per crypto, aggiunge '-' e la valuta (es. BTC -> BTC-USD).
"""
asset_id = asset_id.upper()
# Se è già nel formato corretto (es: BTC-USD), usa così
if '-' in asset_id:
return asset_id
# Per crypto singole (BTC, ETH), aggiungi -USD
if asset_id in ['BTC', 'ETH', 'ADA', 'SOL', 'DOT', 'LINK', 'UNI', 'AAVE']:
return f"{asset_id}-USD"
# Per azioni, usa il simbolo così com'è
return asset_id
return f"{asset_id}-{self.currency}" if '-' not in asset_id else asset_id
def get_product(self, asset_id: str) -> ProductInfo:
"""
Recupera le informazioni di un singolo prodotto.
"""
symbol = self._format_symbol(asset_id)
# Usa YFinanceTools per ottenere i dati
try:
# Ottieni le informazioni base dello stock
stock_info = self.tool.get_company_info(symbol)
# Se il risultato è una stringa JSON, parsala
if isinstance(stock_info, str):
try:
stock_data = json.loads(stock_info)
except json.JSONDecodeError:
# Se non è JSON valido, prova a ottenere solo il prezzo
price_data_str = self.tool.get_current_stock_price(symbol)
if price_data_str and price_data_str.replace('.', '').replace('-', '').isdigit():
price = float(price_data_str)
stock_data = {'currentPrice': price, 'currency': 'USD'}
else:
raise Exception("Dati non validi")
else:
stock_data = stock_info
return create_product_info(symbol, stock_data)
except Exception as e:
# Fallback: prova a ottenere solo il prezzo
try:
price_data_str = self.tool.get_current_stock_price(symbol)
if price_data_str and price_data_str.replace('.', '').replace('-', '').isdigit():
price = float(price_data_str)
minimal_data = {
'currentPrice': price,
'currency': 'USD'
}
return create_product_info(symbol, minimal_data)
else:
raise Exception("Prezzo non disponibile")
except Exception:
# Se tutto fallisce, restituisci un prodotto vuoto
product = ProductInfo()
product.symbol = symbol
product.status = "offline"
return product
stock_info = json.loads(stock_info)
return create_product_info(stock_info)
def get_products(self, asset_ids: list[str]) -> list[ProductInfo]:
"""
Recupera le informazioni di multiple assets.
"""
products = []
for asset_id in asset_ids:
try:
product = self.get_product(asset_id)
products.append(product)
except Exception as e:
# Se un asset non è disponibile, continua con gli altri
continue
return products
def get_all_products(self) -> list[ProductInfo]:
"""
Recupera tutti i prodotti disponibili.
Restituisce una lista predefinita di asset popolari.
"""
# Lista di asset popolari (azioni, ETF, crypto)
popular_assets = [
'BTC', 'ETH', 'ADA', 'SOL', 'DOT',
'AAPL', 'GOOGL', 'MSFT', 'TSLA', 'AMZN',
'SPY', 'QQQ', 'VTI', 'GLD', 'VIX'
]
return self.get_products(popular_assets)
def get_historical_prices(self, asset_id: str = "BTC", limit: int = 100) -> list[Price]:
"""
Recupera i dati storici di prezzo per un asset.
"""
symbol = self._format_symbol(asset_id)
try:
# Determina il periodo appropriato in base al limite
if limit <= 7:
period = "1d"
interval = "15m"
elif limit <= 30:
period = "5d"
interval = "1h"
elif limit <= 90:
period = "1mo"
interval = "1d"
else:
period = "3mo"
interval = "1d"
# Ottieni i dati storici
hist_data = self.tool.get_historical_stock_prices(symbol, period=period, interval=interval)
if isinstance(hist_data, str):
days = limit // 24 + 1 # Arrotonda per eccesso
hist_data = self.tool.get_historical_stock_prices(symbol, period=f"{days}d", interval="1h")
hist_data = json.loads(hist_data)
# Il formato dei dati è {timestamp: {Open: x, High: y, Low: z, Close: w, Volume: v}}
timestamps = sorted(hist_data.keys())[-limit:]
prices = []
timestamps = sorted(hist_data.keys())[-limit:] # Prendi gli ultimi 'limit' timestamp
for timestamp in timestamps:
price = create_price_from_history(hist_data, timestamp)
if price.close > 0: # Solo se ci sono dati validi
temp = hist_data[timestamp]
temp['Timestamp'] = timestamp
price = create_price_from_history(temp)
prices.append(price)
return prices
except Exception as e:
# Se fallisce, restituisci lista vuota
return []

View File

@@ -45,13 +45,32 @@ class NewsAPIsTool(NewsWrapper, Toolkit):
],
)
# TODO Pensare se ha senso restituire gli articoli da TUTTI i wrapper o solo dal primo che funziona
# la modifica è banale, basta usare try_call_all invece di try_call
def get_top_headlines(self, limit: int = 100) -> list[Article]:
return self.wrapper_handler.try_call(lambda w: w.get_top_headlines(limit))
def get_latest_news(self, query: str, limit: int = 100) -> list[Article]:
return self.wrapper_handler.try_call(lambda w: w.get_latest_news(query, limit))
def get_top_headlines_aggregated(self, limit: int = 100) -> dict[str, list[Article]]:
"""
Calls get_top_headlines on all wrappers/providers and returns a dictionary mapping their names to their articles.
Args:
limit (int): Maximum number of articles to retrieve from each provider.
Returns:
dict[str, list[Article]]: A dictionary mapping providers names to their list of Articles
"""
return self.wrapper_handler.try_call_all(lambda w: w.get_top_headlines(limit))
def get_latest_news_aggregated(self, query: str, limit: int = 100) -> dict[str, list[Article]]:
"""
Calls get_latest_news on all wrappers/providers and returns a dictionary mapping their names to their articles.
Args:
query (str): The search query to find relevant news articles.
limit (int): Maximum number of articles to retrieve from each provider.
Returns:
dict[str, list[Article]]: A dictionary mapping providers names to their list of Articles
"""
return self.wrapper_handler.try_call_all(lambda w: w.get_latest_news(query, limit))
NEWS_INSTRUCTIONS = """
**TASK:** You are a specialized **Crypto News Analyst**. Your goal is to fetch the latest news or top headlines related to cryptocurrencies, and then **analyze the sentiment** of the content to provide a concise report to the team leader. Prioritize 'crypto' or specific cryptocurrency names (e.g., 'Bitcoin', 'Ethereum') in your searches.
@@ -59,6 +78,8 @@ NEWS_INSTRUCTIONS = """
**AVAILABLE TOOLS:**
1. `get_latest_news(query: str, limit: int)`: Get the 'limit' most recent news articles for a specific 'query'.
2. `get_top_headlines(limit: int)`: Get the 'limit' top global news headlines.
3. `get_latest_news_aggregated(query: str, limit: int)`: Get aggregated latest news articles for a specific 'query'.
4. `get_top_headlines_aggregated(limit: int)`: Get aggregated top global news headlines.
**USAGE GUIDELINE:**
* Always use `get_latest_news` with a relevant crypto-related query first.

View File

@@ -19,7 +19,7 @@ class NewsApiWrapper(NewsWrapper):
def __init__(self):
api_key = os.getenv("NEWS_API_KEY")
assert api_key is not None, "NEWS_API_KEY environment variable not set"
assert api_key, "NEWS_API_KEY environment variable not set"
self.client = newsapi.NewsApiClient(api_key=api_key)
self.category = "business" # Cryptocurrency is under business

View File

@@ -1,11 +1,9 @@
from typing import List
from agno.team import Team
from agno.utils.log import log_info
from app.agents.market_agent import MarketAgent
from app.agents.news_agent import NewsAgent
from app.agents.social_agent import SocialAgent
from app.news import NewsAPIsTool, NEWS_INSTRUCTIONS
from app.social import SocialAPIsTool, SOCIAL_INSTRUCTIONS
from app.markets import MarketAPIsTool, MARKET_INSTRUCTIONS
from app.models import AppModels
from app.predictor import PredictorStyle, PredictorInput, PredictorOutput, PREDICTOR_INSTRUCTIONS
@@ -17,12 +15,38 @@ class Pipeline:
def __init__(self):
# Inizializza gli agenti
self.market_agent = MarketAgent()
self.news_agent = NewsAgent()
self.social_agent = SocialAgent()
market_agent = AppModels.OLLAMA_QWEN_1B.get_agent(
instructions=MARKET_INSTRUCTIONS,
name="MarketAgent",
tools=[MarketAPIsTool()]
)
news_agent = AppModels.OLLAMA_QWEN_1B.get_agent(
instructions=NEWS_INSTRUCTIONS,
name="NewsAgent",
tools=[NewsAPIsTool()]
)
social_agent = AppModels.OLLAMA_QWEN_1B.get_agent(
instructions=SOCIAL_INSTRUCTIONS,
name="SocialAgent",
tools=[SocialAPIsTool()]
)
# Crea il Team
self.team = Team(name="CryptoAnalysisTeam", members=[self.market_agent, self.news_agent, self.social_agent])
prompt = """
You are the coordinator of a team of analysts specialized in cryptocurrency market analysis.
Your role is to gather insights from various sources, including market data, news articles, and social media trends.
Based on the information provided by your team members, you will synthesize a comprehensive sentiment analysis for each cryptocurrency discussed.
Your analysis should consider the following aspects:
1. Market Trends: Evaluate the current market trends and price movements.
2. News Impact: Assess the impact of recent news articles on market sentiment.
3. Social Media Buzz: Analyze social media discussions and trends related to the cryptocurrencies.
Your final output should be a well-rounded sentiment analysis that can guide investment decisions.
""" # TODO migliorare il prompt
self.team = Team(
model = AppModels.OLLAMA_QWEN_1B.get_model(prompt),
name="CryptoAnalysisTeam",
members=[market_agent, news_agent, social_agent]
)
# Modelli disponibili e Predictor
self.available_models = AppModels.availables()
@@ -76,8 +100,8 @@ class Pipeline:
return output
def list_providers(self) -> List[str]:
def list_providers(self) -> list[str]:
return [m.name for m in self.available_models]
def list_styles(self) -> List[str]:
def list_styles(self) -> list[str]:
return [s.value for s in self.styles]

View File

@@ -4,8 +4,8 @@ from praw.models import Submission, MoreComments
from .base import SocialWrapper, SocialPost, SocialComment
MAX_COMMENTS = 5
# TODO mettere piu' subreddit?
# scelti da https://lkiconsulting.io/marketing/best-crypto-subreddits/
# metterne altri se necessario.
# fonti: https://lkiconsulting.io/marketing/best-crypto-subreddits/
SUBREDDITS = [
"CryptoCurrency",
"Bitcoin",
@@ -51,10 +51,10 @@ class RedditWrapper(SocialWrapper):
def __init__(self):
client_id = os.getenv("REDDIT_API_CLIENT_ID")
assert client_id is not None, "REDDIT_API_CLIENT_ID environment variable is not set"
assert client_id, "REDDIT_API_CLIENT_ID environment variable is not set"
client_secret = os.getenv("REDDIT_API_CLIENT_SECRET")
assert client_secret is not None, "REDDIT_API_CLIENT_SECRET environment variable is not set"
assert client_secret, "REDDIT_API_CLIENT_SECRET environment variable is not set"
self.tool = Reddit(
client_id=client_id,

View File

@@ -1,29 +0,0 @@
from agno.tools import Toolkit
from app.markets import MarketAPIsTool
# TODO (?) in futuro fare in modo che la LLM faccia da sé per il mercato
# Non so se può essere utile, per ora lo lascio qui
# per ora mettiamo tutto statico e poi, se abbiamo API-Key senza limiti
# possiamo fare in modo di far scegliere alla LLM quale crypto proporre
# in base alle sue proprie chiamate API
class MarketToolkit(Toolkit):
def __init__(self):
self.market_api = MarketAPIs()
super().__init__(
name="Market Toolkit",
tools=[
self.market_api.get_historical_prices,
self.market_api.get_product,
],
)
def instructions():
return """
Utilizza questo strumento per ottenere dati di mercato storici e attuali per criptovalute specifiche.
Puoi richiedere i prezzi storici o il prezzo attuale di una criptovaluta specifica.
Esempio di utilizzo:
- get_historical_prices("BTC", limit=10) # ottieni gli ultimi 10 prezzi storici di Bitcoin
- get_product("ETH")
"""

View File

@@ -1,186 +0,0 @@
import statistics
from typing import Dict, List, Optional, Set
from pydantic import BaseModel, Field, PrivateAttr
from app.markets.base import ProductInfo
class AggregationMetadata(BaseModel):
"""Metadati nascosti per debugging e audit trail"""
sources_used: Set[str] = Field(default_factory=set, description="Exchange usati nell'aggregazione")
sources_ignored: Set[str] = Field(default_factory=set, description="Exchange ignorati (errori)")
aggregation_timestamp: str = Field(default="", description="Timestamp dell'aggregazione")
confidence_score: float = Field(default=0.0, description="Score 0-1 sulla qualità dei dati")
class Config:
# Nasconde questi campi dalla serializzazione di default
extra = "forbid"
class AggregatedProductInfo(ProductInfo):
"""
Versione aggregata di ProductInfo che mantiene la trasparenza per l'utente finale
mentre fornisce metadati di debugging opzionali.
"""
# Override dei campi con logica di aggregazione
id: str = Field(description="ID aggregato basato sul simbolo standardizzato")
status: str = Field(description="Status aggregato (majority vote o conservative)")
# Campi privati per debugging (non visibili di default)
_metadata: Optional[AggregationMetadata] = PrivateAttr(default=None)
_source_data: Optional[Dict[str, ProductInfo]] = PrivateAttr(default=None)
@classmethod
def from_multiple_sources(cls, products: List[ProductInfo]) -> 'AggregatedProductInfo':
"""
Crea un AggregatedProductInfo da una lista di ProductInfo.
Usa strategie intelligenti per gestire ID e status.
"""
if not products:
raise ValueError("Nessun prodotto da aggregare")
# Raggruppa per symbol (la chiave vera per l'aggregazione)
symbol_groups = {}
for product in products:
if product.symbol not in symbol_groups:
symbol_groups[product.symbol] = []
symbol_groups[product.symbol].append(product)
# Per ora gestiamo un symbol alla volta
if len(symbol_groups) > 1:
raise ValueError(f"Simboli multipli non supportati: {list(symbol_groups.keys())}")
symbol_products = list(symbol_groups.values())[0]
# Estrai tutte le fonti
sources = []
for product in symbol_products:
# Determina la fonte dall'ID o da altri metadati se disponibili
source = cls._detect_source(product)
sources.append(source)
# Aggrega i dati
aggregated_data = cls._aggregate_products(symbol_products, sources)
# Crea l'istanza e assegna gli attributi privati
instance = cls(**aggregated_data)
instance._metadata = aggregated_data.get("_metadata")
instance._source_data = aggregated_data.get("_source_data")
return instance
@staticmethod
def _detect_source(product: ProductInfo) -> str:
"""Rileva la fonte da un ProductInfo"""
# Strategia semplice: usa pattern negli ID
if "coinbase" in product.id.lower() or "cb" in product.id.lower():
return "coinbase"
elif "binance" in product.id.lower() or "bn" in product.id.lower():
return "binance"
elif "crypto" in product.id.lower() or "cc" in product.id.lower():
return "cryptocompare"
elif "yfinance" in product.id.lower() or "yf" in product.id.lower():
return "yfinance"
else:
return "unknown"
@classmethod
def _aggregate_products(cls, products: List[ProductInfo], sources: List[str]) -> dict:
"""
Logica di aggregazione principale.
Gestisce ID, status e altri campi numerici.
"""
import statistics
from datetime import datetime
# ID: usa il symbol come chiave standardizzata
symbol = products[0].symbol
aggregated_id = f"{symbol}_AGG"
# Status: strategia "conservativa" - il più restrittivo vince
# Ordine: trading_only < limit_only < auction < maintenance < offline
status_priority = {
"trading": 1,
"limit_only": 2,
"auction": 3,
"maintenance": 4,
"offline": 5,
"": 0 # Default se non specificato
}
statuses = [p.status for p in products if p.status]
if statuses:
# Prendi lo status con priorità più alta (più restrittivo)
aggregated_status = max(statuses, key=lambda s: status_priority.get(s, 0))
else:
aggregated_status = "trading" # Default ottimistico
# Prezzo: media semplice (uso diretto del campo price come float)
prices = [p.price for p in products if p.price > 0]
aggregated_price = statistics.mean(prices) if prices else 0.0
# Volume: somma (assumendo che i volumi siano esclusivi per exchange)
volumes = [p.volume_24h for p in products if p.volume_24h > 0]
total_volume = sum(volumes)
aggregated_volume = sum(price_i * volume_i for price_i, volume_i in zip((p.price for p in products), (volume for volume in volumes))) / total_volume
aggregated_volume = round(aggregated_volume, 5)
# aggregated_volume = sum(volumes) if volumes else 0.0 # NOTE old implementation
# Valuta: prendi la prima (dovrebbero essere tutte uguali)
quote_currency = next((p.quote_currency for p in products if p.quote_currency), "USD")
# Calcola confidence score
confidence = cls._calculate_confidence(products, sources)
# Crea metadati per debugging
metadata = AggregationMetadata(
sources_used=set(sources),
aggregation_timestamp=datetime.now().isoformat(),
confidence_score=confidence
)
# Salva dati sorgente per debugging
source_data = dict(zip(sources, products))
return {
"symbol": symbol,
"price": aggregated_price,
"volume_24h": aggregated_volume,
"quote_currency": quote_currency,
"id": aggregated_id,
"status": aggregated_status,
"_metadata": metadata,
"_source_data": source_data
}
@staticmethod
def _calculate_confidence(products: List[ProductInfo], sources: List[str]) -> float:
"""Calcola un punteggio di confidenza 0-1"""
if not products:
return 0.0
score = 1.0
# Riduci score se pochi dati
if len(products) < 2:
score *= 0.7
# Riduci score se prezzi troppo diversi
prices = [p.price for p in products if p.price > 0]
if len(prices) > 1:
price_std = (max(prices) - min(prices)) / statistics.mean(prices)
if price_std > 0.05: # >5% variazione
score *= 0.8
# Riduci score se fonti sconosciute
unknown_sources = sum(1 for s in sources if s == "unknown")
if unknown_sources > 0:
score *= (1 - unknown_sources / len(sources))
return max(0.0, min(1.0, score))
def get_debug_info(self) -> dict:
"""Metodo opzionale per ottenere informazioni di debug"""
return {
"aggregated_product": self.dict(),
"metadata": self._metadata.dict() if self._metadata else None,
"sources": list(self._source_data.keys()) if self._source_data else []
}

View File

@@ -0,0 +1,91 @@
import statistics
from app.markets.base import ProductInfo, Price
def aggregate_history_prices(prices: dict[str, list[Price]]) -> list[Price]:
"""
Aggrega i prezzi storici per symbol calcolando la media oraria.
Args:
prices (dict[str, list[Price]]): Mappa provider -> lista di Price
Returns:
list[Price]: Lista di Price aggregati per ora
"""
# Costruiamo una mappa timestamp_h -> lista di Price
timestamped_prices: dict[int, list[Price]] = {}
for _, price_list in prices.items():
for price in price_list:
time = price.timestamp_ms - (price.timestamp_ms % 3600000) # arrotonda all'ora (non dovrebbe essere necessario)
timestamped_prices.setdefault(time, []).append(price)
# Ora aggregiamo i prezzi per ogni ora
aggregated_prices = []
for time, price_list in timestamped_prices.items():
price = Price()
price.timestamp_ms = time
price.high = statistics.mean([p.high for p in price_list])
price.low = statistics.mean([p.low for p in price_list])
price.open = statistics.mean([p.open for p in price_list])
price.close = statistics.mean([p.close for p in price_list])
price.volume = statistics.mean([p.volume for p in price_list])
aggregated_prices.append(price)
return aggregated_prices
def aggregate_product_info(products: dict[str, list[ProductInfo]]) -> list[ProductInfo]:
"""
Aggrega una lista di ProductInfo per symbol.
Args:
products (dict[str, list[ProductInfo]]): Mappa provider -> lista di ProductInfo
Returns:
list[ProductInfo]: Lista di ProductInfo aggregati per symbol
"""
# Costruzione mappa symbol -> lista di ProductInfo
symbols_infos: dict[str, list[ProductInfo]] = {}
for _, product_list in products.items():
for product in product_list:
symbols_infos.setdefault(product.symbol, []).append(product)
# Aggregazione per ogni symbol
sources = list(products.keys())
aggregated_products = []
for symbol, product_list in symbols_infos.items():
product = ProductInfo()
product.id = f"{symbol}_AGGREGATED"
product.symbol = symbol
product.quote_currency = next(p.quote_currency for p in product_list if p.quote_currency)
volume_sum = sum(p.volume_24h for p in product_list)
product.volume_24h = volume_sum / len(product_list) if product_list else 0.0
prices = sum(p.price * p.volume_24h for p in product_list)
product.price = (prices / volume_sum) if volume_sum > 0 else 0.0
aggregated_products.append(product)
return aggregated_products
def _calculate_confidence(products: list[ProductInfo], sources: list[str]) -> float:
"""Calcola un punteggio di confidenza 0-1"""
if not products:
return 0.0
score = 1.0
# Riduci score se pochi dati
if len(products) < 2:
score *= 0.7
# Riduci score se prezzi troppo diversi
prices = [p.price for p in products if p.price > 0]
if len(prices) > 1:
price_std = (max(prices) - min(prices)) / statistics.mean(prices)
if price_std > 0.05: # >5% variazione
score *= 0.8
# Riduci score se fonti sconosciute
unknown_sources = sum(1 for s in sources if s == "unknown")
if unknown_sources > 0:
score *= (1 - unknown_sources / len(sources))
return max(0.0, min(1.0, score))

View File

@@ -1,184 +0,0 @@
from typing import List, Optional, Dict, Any
from app.markets.base import ProductInfo, Price
from app.utils.aggregated_models import AggregatedProductInfo
class MarketDataAggregator:
"""
Aggregatore di dati di mercato che mantiene la trasparenza per l'utente.
Compone MarketAPIs per fornire gli stessi metodi, ma restituisce dati aggregati
da tutte le fonti disponibili. L'utente finale non vede la complessità.
"""
def __init__(self, currency: str = "USD"):
# Import lazy per evitare circular import
from app.markets import MarketAPIsTool
self._market_apis = MarketAPIsTool(currency)
self._aggregation_enabled = True
def get_product(self, asset_id: str) -> ProductInfo:
"""
Override che aggrega dati da tutte le fonti disponibili.
Per l'utente sembra un normale ProductInfo.
"""
if not self._aggregation_enabled:
return self._market_apis.get_product(asset_id)
# Raccogli dati da tutte le fonti
try:
raw_results = self.wrappers.try_call_all(
lambda wrapper: wrapper.get_product(asset_id)
)
# Converti in ProductInfo se necessario
products = []
for wrapper_class, result in raw_results.items():
if isinstance(result, ProductInfo):
products.append(result)
elif isinstance(result, dict):
# Converti dizionario in ProductInfo
products.append(ProductInfo(**result))
if not products:
raise Exception("Nessun dato disponibile")
# Aggrega i risultati
aggregated = AggregatedProductInfo.from_multiple_sources(products)
# Restituisci come ProductInfo normale (nascondi la complessità)
return ProductInfo(**aggregated.dict(exclude={"_metadata", "_source_data"}))
except Exception as e:
# Fallback: usa il comportamento normale se l'aggregazione fallisce
return self._market_apis.get_product(asset_id)
def get_products(self, asset_ids: List[str]) -> List[ProductInfo]:
"""
Aggrega dati per multiple asset.
"""
if not self._aggregation_enabled:
return self._market_apis.get_products(asset_ids)
aggregated_products = []
for asset_id in asset_ids:
try:
product = self.get_product(asset_id)
aggregated_products.append(product)
except Exception as e:
# Salta asset che non riescono ad aggregare
continue
return aggregated_products
def get_all_products(self) -> List[ProductInfo]:
"""
Aggrega tutti i prodotti disponibili.
"""
if not self._aggregation_enabled:
return self._market_apis.get_all_products()
# Raccogli tutti i prodotti da tutte le fonti
try:
all_products_by_source = self.wrappers.try_call_all(
lambda wrapper: wrapper.get_all_products()
)
# Raggruppa per symbol per aggregare
symbol_groups = {}
for wrapper_class, products in all_products_by_source.items():
if not isinstance(products, list):
continue
for product in products:
if isinstance(product, dict):
product = ProductInfo(**product)
if product.symbol not in symbol_groups:
symbol_groups[product.symbol] = []
symbol_groups[product.symbol].append(product)
# Aggrega ogni gruppo
aggregated_products = []
for symbol, products in symbol_groups.items():
try:
aggregated = AggregatedProductInfo.from_multiple_sources(products)
# Restituisci come ProductInfo normale
aggregated_products.append(
ProductInfo(**aggregated.dict(exclude={"_metadata", "_source_data"}))
)
except Exception:
# Se l'aggregazione fallisce, usa il primo disponibile
if products:
aggregated_products.append(products[0])
return aggregated_products
except Exception as e:
# Fallback: usa il comportamento normale
return self._market_apis.get_all_products()
def get_historical_prices(self, asset_id: str = "BTC", limit: int = 100) -> List[Price]:
"""
Per i dati storici, usa una strategia diversa:
prendi i dati dalla fonte più affidabile o aggrega se possibile.
"""
if not self._aggregation_enabled:
return self._market_apis.get_historical_prices(asset_id, limit)
# Per dati storici, usa il primo wrapper che funziona
# (l'aggregazione di dati storici è più complessa)
try:
return self.wrappers.try_call(
lambda wrapper: wrapper.get_historical_prices(asset_id, limit)
)
except Exception as e:
# Fallback: usa il comportamento normale
return self._market_apis.get_historical_prices(asset_id, limit)
def enable_aggregation(self, enabled: bool = True):
"""Abilita o disabilita l'aggregazione"""
self._aggregation_enabled = enabled
def is_aggregation_enabled(self) -> bool:
"""Controlla se l'aggregazione è abilitata"""
return self._aggregation_enabled
# Metodi proxy per completare l'interfaccia BaseWrapper
@property
def wrappers(self):
"""Accesso al wrapper handler per compatibilità"""
return self._market_apis.wrappers
def get_aggregated_product_with_debug(self, asset_id: str) -> Dict[str, Any]:
"""
Metodo speciale per debugging: restituisce dati aggregati con metadati.
Usato solo per testing e monitoraggio.
"""
try:
raw_results = self.wrappers.try_call_all(
lambda wrapper: wrapper.get_product(asset_id)
)
products = []
for wrapper_class, result in raw_results.items():
if isinstance(result, ProductInfo):
products.append(result)
elif isinstance(result, dict):
products.append(ProductInfo(**result))
if not products:
raise Exception("Nessun dato disponibile")
aggregated = AggregatedProductInfo.from_multiple_sources(products)
return {
"product": aggregated.dict(exclude={"_metadata", "_source_data"}),
"debug": aggregated.get_debug_info()
}
except Exception as e:
return {
"error": str(e),
"debug": {"error": str(e)}
}

View File

@@ -1,3 +1,4 @@
import inspect
import time
import traceback
from typing import TypeVar, Callable, Generic, Iterable, Type
@@ -45,17 +46,24 @@ class WrapperHandler(Generic[W]):
Raises:
Exception: If all wrappers fail after retries.
"""
log_info(f"{inspect.getsource(func).strip()} {inspect.getclosurevars(func).nonlocals}")
iterations = 0
while iterations < len(self.wrappers):
try:
wrapper = self.wrappers[self.index]
log_info(f"Trying wrapper: {wrapper} - function {func}")
wrapper_name = wrapper.__class__.__name__
try:
log_info(f"try_call {wrapper_name}")
result = func(wrapper)
log_info(f"{wrapper_name} succeeded")
self.retry_count = 0
return result
except Exception as e:
self.retry_count += 1
log_warning(f"{wrapper} failed {self.retry_count}/{self.retry_per_wrapper}: {WrapperHandler.__concise_error(e)}")
error = WrapperHandler.__concise_error(e)
log_warning(f"{wrapper_name} failed {self.retry_count}/{self.retry_per_wrapper}: {error}")
if self.retry_count >= self.retry_per_wrapper:
self.index = (self.index + 1) % len(self.wrappers)
@@ -64,7 +72,7 @@ class WrapperHandler(Generic[W]):
else:
time.sleep(self.retry_delay)
raise Exception(f"All wrappers failed after retries")
raise Exception(f"All wrappers failed, latest error: {error}")
def try_call_all(self, func: Callable[[W], T]) -> dict[str, T]:
"""
@@ -78,28 +86,33 @@ class WrapperHandler(Generic[W]):
Raises:
Exception: If all wrappers fail.
"""
log_info(f"{inspect.getsource(func).strip()} {inspect.getclosurevars(func).nonlocals}")
results = {}
log_info(f"All wrappers: {[wrapper.__class__ for wrapper in self.wrappers]} - function {func}")
for wrapper in self.wrappers:
wrapper_name = wrapper.__class__.__name__
try:
result = func(wrapper)
log_info(f"{wrapper_name} succeeded")
results[wrapper.__class__] = result
except Exception as e:
log_warning(f"{wrapper} failed: {WrapperHandler.__concise_error(e)}")
error = WrapperHandler.__concise_error(e)
log_warning(f"{wrapper_name} failed: {error}")
if not results:
raise Exception("All wrappers failed")
raise Exception(f"All wrappers failed, latest error: {error}")
return results
@staticmethod
def __check(wrappers: list[W]) -> bool:
return all(w.__class__ is type for w in wrappers)
@staticmethod
def __concise_error(e: Exception) -> str:
last_frame = traceback.extract_tb(e.__traceback__)[-1]
return f"{e} [\"{last_frame.filename}\", line {last_frame.lineno}]"
@staticmethod
def build_wrappers(constructors: Iterable[Type[W]], try_per_wrapper: int = 3, retry_delay: int = 2) -> 'WrapperHandler[W]':
def build_wrappers(constructors: Iterable[Type[W]], try_per_wrapper: int = 3, retry_delay: int = 2, kwargs: dict | None = None) -> 'WrapperHandler[W]':
"""
Builds a WrapperHandler instance with the given wrapper constructors.
It attempts to initialize each wrapper and logs a warning if any cannot be initialized.
@@ -108,6 +121,7 @@ class WrapperHandler(Generic[W]):
constructors (Iterable[Type[W]]): An iterable of wrapper classes to instantiate. e.g. [WrapperA, WrapperB]
try_per_wrapper (int): Number of retries per wrapper before switching to the next.
retry_delay (int): Delay in seconds between retries.
kwargs (dict | None): Optional dictionary with keyword arguments common to all wrappers.
Returns:
WrapperHandler[W]: An instance of WrapperHandler with the initialized wrappers.
Raises:
@@ -118,7 +132,7 @@ class WrapperHandler(Generic[W]):
result = []
for wrapper_class in constructors:
try:
wrapper = wrapper_class()
wrapper = wrapper_class(**(kwargs or {}))
result.append(wrapper)
except Exception as e:
log_warning(f"{wrapper_class} cannot be initialized: {e}")

View File

@@ -45,8 +45,9 @@ class TestBinance:
assert isinstance(history, list)
assert len(history) == 5
for entry in history:
assert hasattr(entry, 'time')
assert hasattr(entry, 'timestamp_ms')
assert hasattr(entry, 'close')
assert hasattr(entry, 'high')
assert entry.close > 0
assert entry.high > 0
assert entry.timestamp_ms > 0

View File

@@ -47,8 +47,9 @@ class TestCoinBase:
assert isinstance(history, list)
assert len(history) == 5
for entry in history:
assert hasattr(entry, 'time')
assert hasattr(entry, 'timestamp_ms')
assert hasattr(entry, 'close')
assert hasattr(entry, 'high')
assert entry.close > 0
assert entry.high > 0
assert entry.timestamp_ms > 0

View File

@@ -49,8 +49,9 @@ class TestCryptoCompare:
assert isinstance(history, list)
assert len(history) == 5
for entry in history:
assert hasattr(entry, 'time')
assert hasattr(entry, 'timestamp_ms')
assert hasattr(entry, 'close')
assert hasattr(entry, 'high')
assert entry.close > 0
assert entry.high > 0
assert entry.timestamp_ms > 0

View File

@@ -5,7 +5,7 @@ from app.news import NewsApiWrapper
@pytest.mark.news
@pytest.mark.api
@pytest.mark.skipif(not os.getenv("NEWS_API_KEY"), reason="NEWS_API_KEY not set")
@pytest.mark.skipif(not os.getenv("NEWS_API_KEY"), reason="NEWS_API_KEY not set in environment variables")
class TestNewsAPI:
def test_news_api_initialization(self):

View File

@@ -1,9 +1,11 @@
import os
import pytest
from praw import Reddit
from app.social.reddit import MAX_COMMENTS, RedditWrapper
@pytest.mark.social
@pytest.mark.api
@pytest.mark.skipif(not(os.getenv("REDDIT_API_CLIENT_ID")) or not os.getenv("REDDIT_API_CLIENT_SECRET"), reason="REDDIT_CLIENT_ID and REDDIT_API_CLIENT_SECRET not set in environment variables")
class TestRedditWrapper:
def test_initialization(self):
wrapper = RedditWrapper()

View File

@@ -1,4 +1,3 @@
import os
import pytest
from app.markets import YFinanceWrapper
@@ -14,17 +13,6 @@ class TestYFinance:
assert hasattr(market, 'tool')
assert market.tool is not None
def test_yfinance_get_product(self):
market = YFinanceWrapper()
product = market.get_product("AAPL")
assert product is not None
assert hasattr(product, 'symbol')
assert product.symbol == "AAPL"
assert hasattr(product, 'price')
assert product.price > 0
assert hasattr(product, 'status')
assert product.status == "trading"
def test_yfinance_get_crypto_product(self):
market = YFinanceWrapper()
product = market.get_product("BTC")
@@ -37,57 +25,32 @@ class TestYFinance:
def test_yfinance_get_products(self):
market = YFinanceWrapper()
products = market.get_products(["AAPL", "GOOGL"])
products = market.get_products(["BTC", "ETH"])
assert products is not None
assert isinstance(products, list)
assert len(products) == 2
symbols = [p.symbol for p in products]
assert "AAPL" in symbols
assert "GOOGL" in symbols
assert "BTC" in symbols
assert "ETH" in symbols
for product in products:
assert hasattr(product, 'price')
assert product.price > 0
def test_yfinance_get_all_products(self):
market = YFinanceWrapper()
products = market.get_all_products()
assert products is not None
assert isinstance(products, list)
assert len(products) > 0
# Dovrebbe contenere asset popolari
symbols = [p.symbol for p in products]
assert "AAPL" in symbols # Apple dovrebbe essere nella lista
for product in products:
assert hasattr(product, 'symbol')
assert hasattr(product, 'price')
def test_yfinance_invalid_product(self):
market = YFinanceWrapper()
# Per YFinance, un prodotto invalido dovrebbe restituire un prodotto offline
product = market.get_product("INVALIDSYMBOL123")
assert product is not None
assert product.status == "offline"
with pytest.raises(Exception):
_ = market.get_product("INVALIDSYMBOL123")
def test_yfinance_history(self):
def test_yfinance_crypto_history(self):
market = YFinanceWrapper()
history = market.get_historical_prices("AAPL", limit=5)
history = market.get_historical_prices("BTC", limit=5)
assert history is not None
assert isinstance(history, list)
assert len(history) == 5
for entry in history:
assert hasattr(entry, 'time')
assert hasattr(entry, 'timestamp_ms')
assert hasattr(entry, 'close')
assert hasattr(entry, 'high')
assert entry.close > 0
assert entry.high > 0
def test_yfinance_crypto_history(self):
market = YFinanceWrapper()
history = market.get_historical_prices("BTC", limit=3)
assert history is not None
assert isinstance(history, list)
assert len(history) == 3
for entry in history:
assert hasattr(entry, 'time')
assert hasattr(entry, 'close')
assert entry.close > 0
assert entry.timestamp_ms > 0

View File

@@ -14,17 +14,20 @@ def pytest_configure(config:pytest.Config):
markers = [
("slow", "marks tests as slow (deselect with '-m \"not slow\"')"),
("limited", "marks tests that have limited execution due to API constraints"),
("api", "marks tests that require API access"),
("market", "marks tests that use market data"),
("news", "marks tests that use news"),
("social", "marks tests that use social media"),
("wrapper", "marks tests for wrapper handler"),
("tools", "marks tests for tools"),
("aggregator", "marks tests for market data aggregator"),
("gemini", "marks tests that use Gemini model"),
("ollama_gpt", "marks tests that use Ollama GPT model"),
("ollama_qwen", "marks tests that use Ollama Qwen model"),
("news", "marks tests that use news"),
("social", "marks tests that use social media"),
("limited", "marks tests that have limited execution due to API constraints"),
("wrapper", "marks tests for wrapper handler"),
("tools", "marks tests for tools"),
("aggregator", "marks tests for market data aggregator"),
]
for marker in markers:
line = f"{marker[0]}: {marker[1]}"

View File

@@ -1,10 +1,9 @@
import os
import pytest
from app.agents.market_agent import MarketToolkit
from app.markets import MarketAPIsTool
@pytest.mark.limited # usa molte api calls e non voglio esaurire le chiavi api
@pytest.mark.tools
@pytest.mark.market
@pytest.mark.api
class TestMarketAPIsTool:
def test_wrapper_initialization(self):
@@ -12,7 +11,6 @@ class TestMarketAPIsTool:
assert market_wrapper is not None
assert hasattr(market_wrapper, 'get_product')
assert hasattr(market_wrapper, 'get_products')
assert hasattr(market_wrapper, 'get_all_products')
assert hasattr(market_wrapper, 'get_historical_prices')
def test_wrapper_capabilities(self):
@@ -34,27 +32,6 @@ class TestMarketAPIsTool:
assert hasattr(btc_product, 'price')
assert btc_product.price > 0
def test_market_toolkit_integration(self):
try:
toolkit = MarketToolkit()
assert toolkit is not None
assert hasattr(toolkit, 'market_agent')
assert toolkit.market_api is not None
tools = toolkit.tools
assert len(tools) > 0
except Exception as e:
print(f"MarketToolkit test failed: {e}")
# Non fail completamente - il toolkit potrebbe avere dipendenze specifiche
def test_provider_selection_mechanism(self):
potential_providers = 0
if os.getenv('CDP_API_KEY_NAME') and os.getenv('CDP_API_PRIVATE_KEY'):
potential_providers += 1
if os.getenv('CRYPTOCOMPARE_API_KEY'):
potential_providers += 1
def test_error_handling(self):
try:
market_wrapper = MarketAPIsTool("USD")
@@ -62,9 +39,3 @@ class TestMarketAPIsTool:
assert fake_product is None or fake_product.price == 0
except Exception as e:
pass
def test_wrapper_currency_support(self):
market_wrapper = MarketAPIsTool("USD")
assert hasattr(market_wrapper, 'currency')
assert isinstance(market_wrapper.currency, str)
assert len(market_wrapper.currency) >= 3 # USD, EUR, etc.

View File

@@ -2,7 +2,6 @@ import pytest
from app.news import NewsAPIsTool
@pytest.mark.limited
@pytest.mark.tools
@pytest.mark.news
@pytest.mark.api
@@ -34,10 +33,8 @@ class TestNewsAPITool:
result = tool.wrapper_handler.try_call_all(lambda w: w.get_top_headlines(limit=2))
assert isinstance(result, dict)
assert len(result.keys()) > 0
print("Results from providers:", result.keys())
for provider, articles in result.items():
for article in articles:
print(provider, article.title)
assert article.title is not None
assert article.source is not None
@@ -46,9 +43,7 @@ class TestNewsAPITool:
result = tool.wrapper_handler.try_call_all(lambda w: w.get_latest_news(query="crypto", limit=2))
assert isinstance(result, dict)
assert len(result.keys()) > 0
print("Results from providers:", result.keys())
for provider, articles in result.items():
for article in articles:
print(provider, article.title)
assert article.title is not None
assert article.source is not None

View File

@@ -24,9 +24,7 @@ class TestSocialAPIsTool:
result = tool.wrapper_handler.try_call_all(lambda w: w.get_top_crypto_posts(limit=2))
assert isinstance(result, dict)
assert len(result.keys()) > 0
print("Results from providers:", result.keys())
for provider, posts in result.items():
for post in posts:
print(provider, post.title)
assert post.title is not None
assert post.time is not None

View File

@@ -0,0 +1,120 @@
import pytest
from app.markets.base import ProductInfo, Price
from app.utils.market_aggregation import aggregate_history_prices, aggregate_product_info
@pytest.mark.aggregator
@pytest.mark.market
class TestMarketDataAggregator:
def __product(self, symbol: str, price: float, volume: float, currency: str) -> ProductInfo:
prod = ProductInfo()
prod.id=f"{symbol}-{currency}"
prod.symbol=symbol
prod.price=price
prod.volume_24h=volume
prod.quote_currency=currency
return prod
def __price(self, timestamp_ms: int, high: float, low: float, open: float, close: float, volume: float) -> Price:
price = Price()
price.timestamp_ms = timestamp_ms
price.high = high
price.low = low
price.open = open
price.close = close
price.volume = volume
return price
def test_aggregate_product_info(self):
products: dict[str, list[ProductInfo]] = {
"Provider1": [self.__product("BTC", 50000.0, 1000.0, "USD")],
"Provider2": [self.__product("BTC", 50100.0, 1100.0, "USD")],
"Provider3": [self.__product("BTC", 49900.0, 900.0, "USD")],
}
aggregated = aggregate_product_info(products)
assert len(aggregated) == 1
info = aggregated[0]
assert info is not None
assert info.symbol == "BTC"
avg_weighted_price = (50000.0 * 1000.0 + 50100.0 * 1100.0 + 49900.0 * 900.0) / (1000.0 + 1100.0 + 900.0)
assert info.price == pytest.approx(avg_weighted_price, rel=1e-3)
assert info.volume_24h == pytest.approx(1000.0, rel=1e-3)
assert info.quote_currency == "USD"
def test_aggregate_product_info_multiple_symbols(self):
products = {
"Provider1": [
self.__product("BTC", 50000.0, 1000.0, "USD"),
self.__product("ETH", 4000.0, 2000.0, "USD"),
],
"Provider2": [
self.__product("BTC", 50100.0, 1100.0, "USD"),
self.__product("ETH", 4050.0, 2100.0, "USD"),
],
}
aggregated = aggregate_product_info(products)
assert len(aggregated) == 2
btc_info = next((p for p in aggregated if p.symbol == "BTC"), None)
eth_info = next((p for p in aggregated if p.symbol == "ETH"), None)
assert btc_info is not None
avg_weighted_price_btc = (50000.0 * 1000.0 + 50100.0 * 1100.0) / (1000.0 + 1100.0)
assert btc_info.price == pytest.approx(avg_weighted_price_btc, rel=1e-3)
assert btc_info.volume_24h == pytest.approx(1050.0, rel=1e-3)
assert btc_info.quote_currency == "USD"
assert eth_info is not None
avg_weighted_price_eth = (4000.0 * 2000.0 + 4050.0 * 2100.0) / (2000.0 + 2100.0)
assert eth_info.price == pytest.approx(avg_weighted_price_eth, rel=1e-3)
assert eth_info.volume_24h == pytest.approx(2050.0, rel=1e-3)
assert eth_info.quote_currency == "USD"
def test_aggregate_product_info_with_no_data(self):
products = {
"Provider1": [],
"Provider2": [],
}
aggregated = aggregate_product_info(products)
assert len(aggregated) == 0
def test_aggregate_product_info_with_partial_data(self):
products = {
"Provider1": [self.__product("BTC", 50000.0, 1000.0, "USD")],
"Provider2": [],
}
aggregated = aggregate_product_info(products)
assert len(aggregated) == 1
info = aggregated[0]
assert info.symbol == "BTC"
assert info.price == pytest.approx(50000.0, rel=1e-3)
assert info.volume_24h == pytest.approx(1000.0, rel=1e-3)
assert info.quote_currency == "USD"
def test_aggregate_history_prices(self):
"""Test aggregazione di prezzi storici usando aggregate_history_prices"""
prices = {
"Provider1": [
self.__price(1685577600000, 50000.0, 49500.0, 49600.0, 49900.0, 150.0),
self.__price(1685581200000, 50200.0, 49800.0, 50000.0, 50100.0, 200.0),
],
"Provider2": [
self.__price(1685577600000, 50100.0, 49600.0, 49700.0, 50000.0, 180.0),
self.__price(1685581200000, 50300.0, 49900.0, 50100.0, 50200.0, 220.0),
],
}
aggregated = aggregate_history_prices(prices)
assert len(aggregated) == 2
assert aggregated[0].timestamp_ms == 1685577600000
assert aggregated[0].high == pytest.approx(50050.0, rel=1e-3)
assert aggregated[0].low == pytest.approx(49550.0, rel=1e-3)
assert aggregated[1].timestamp_ms == 1685581200000
assert aggregated[1].high == pytest.approx(50250.0, rel=1e-3)
assert aggregated[1].low == pytest.approx(49850.0, rel=1e-3)

View File

@@ -1,88 +0,0 @@
import pytest
from app.utils.market_data_aggregator import MarketDataAggregator
from app.utils.aggregated_models import AggregatedProductInfo
from app.markets.base import ProductInfo, Price
@pytest.mark.aggregator
@pytest.mark.limited
@pytest.mark.market
@pytest.mark.api
class TestMarketDataAggregator:
def test_initialization(self):
"""Test che il MarketDataAggregator si inizializzi correttamente"""
aggregator = MarketDataAggregator()
assert aggregator is not None
assert aggregator.is_aggregation_enabled() == True
def test_aggregation_toggle(self):
"""Test del toggle dell'aggregazione"""
aggregator = MarketDataAggregator()
# Disabilita aggregazione
aggregator.enable_aggregation(False)
assert aggregator.is_aggregation_enabled() == False
# Riabilita aggregazione
aggregator.enable_aggregation(True)
assert aggregator.is_aggregation_enabled() == True
def test_aggregated_product_info_creation(self):
"""Test creazione AggregatedProductInfo da fonti multiple"""
# Crea dati di esempio
product1 = ProductInfo(
id="BTC-USD",
symbol="BTC-USD",
price=50000.0,
volume_24h=1000.0,
status="active",
quote_currency="USD"
)
product2 = ProductInfo(
id="BTC-USD",
symbol="BTC-USD",
price=50100.0,
volume_24h=1100.0,
status="active",
quote_currency="USD"
)
# Aggrega i prodotti
aggregated = AggregatedProductInfo.from_multiple_sources([product1, product2])
assert aggregated.symbol == "BTC-USD"
assert aggregated.price == pytest.approx(50050.0, rel=1e-3) # media tra 50000 e 50100
assert aggregated.volume_24h == 50052.38095 # somma dei volumi
assert aggregated.status == "active" # majority vote
assert aggregated.id == "BTC-USD_AGG" # mapping_id con suffisso aggregazione
def test_confidence_calculation(self):
"""Test del calcolo della confidence"""
product1 = ProductInfo(
id="BTC-USD",
symbol="BTC-USD",
price=50000.0,
volume_24h=1000.0,
status="active",
quote_currency="USD"
)
product2 = ProductInfo(
id="BTC-USD",
symbol="BTC-USD",
price=50100.0,
volume_24h=1100.0,
status="active",
quote_currency="USD"
)
aggregated = AggregatedProductInfo.from_multiple_sources([product1, product2])
# Verifica che ci siano metadati
assert aggregated._metadata is not None
assert len(aggregated._metadata.sources_used) > 0
assert aggregated._metadata.aggregation_timestamp != ""
# La confidence può essere 0.0 se ci sono fonti "unknown"

View File

@@ -54,7 +54,7 @@ class TestWrapperHandler:
with pytest.raises(Exception) as exc_info:
handler.try_call(lambda w: w.do_something())
assert "All wrappers failed after retries" in str(exc_info.value)
assert "All wrappers failed" in str(exc_info.value)
def test_success_on_first_try(self):
wrappers = [MockWrapper, FailingWrapper]
@@ -121,7 +121,6 @@ class TestWrapperHandler:
handler_all_fail.try_call_all(lambda w: w.do_something())
assert "All wrappers failed" in str(exc_info.value)
def test_wrappers_with_parameters(self):
wrappers = [FailingWrapperWithParameters, MockWrapperWithParameters]
handler: WrapperHandler[MockWrapperWithParameters] = WrapperHandler.build_wrappers(wrappers, try_per_wrapper=2, retry_delay=0)
@@ -130,3 +129,24 @@ class TestWrapperHandler:
assert result == "Success test and 42"
assert handler.index == 1 # Should have switched to the second wrapper
assert handler.retry_count == 0
def test_wrappers_with_parameters_all_fail(self):
wrappers = [FailingWrapperWithParameters, FailingWrapperWithParameters]
handler: WrapperHandler[MockWrapperWithParameters] = WrapperHandler.build_wrappers(wrappers, try_per_wrapper=1, retry_delay=0)
with pytest.raises(Exception) as exc_info:
handler.try_call(lambda w: w.do_something("test", 42))
assert "All wrappers failed" in str(exc_info.value)
def test_try_call_all_with_parameters(self):
wrappers = [FailingWrapperWithParameters, MockWrapperWithParameters]
handler: WrapperHandler[MockWrapperWithParameters] = WrapperHandler.build_wrappers(wrappers, try_per_wrapper=1, retry_delay=0)
results = handler.try_call_all(lambda w: w.do_something("param", 99))
assert results == {MockWrapperWithParameters: "Success param and 99"}
def test_try_call_all_with_parameters_all_fail(self):
wrappers = [FailingWrapperWithParameters, FailingWrapperWithParameters]
handler: WrapperHandler[MockWrapperWithParameters] = WrapperHandler.build_wrappers(wrappers, try_per_wrapper=1, retry_delay=0)
with pytest.raises(Exception) as exc_info:
handler.try_call_all(lambda w: w.do_something("param", 99))
assert "All wrappers failed" in str(exc_info.value)

309
uv.lock generated
View File

@@ -4,7 +4,7 @@ requires-python = "==3.12.*"
[[package]]
name = "agno"
version = "2.0.5"
version = "2.1.0"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "docstring-parser" },
@@ -20,9 +20,9 @@ dependencies = [
{ name = "typer" },
{ name = "typing-extensions" },
]
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