Spaces:
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Commit
·
ece54a0
1
Parent(s):
fea19b5
added hugging face inference
Browse files
config.py
CHANGED
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@@ -8,9 +8,9 @@ from crewai import LLM
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NBA_DATA_PATH = "nba24-25.csv"
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# LLM Configuration - Choose your provider
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# Options: "openai", "ollama", "litellm", "openrouter"
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# Default to
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LLM_PROVIDER = os.getenv("LLM_PROVIDER", "
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# OpenAI Configuration
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OPENAI_API_KEY = os.getenv("OPENAI_API_KEY")
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@@ -24,11 +24,13 @@ OLLAMA_MODEL = os.getenv("OLLAMA_MODEL", "llama3.2") # Options: llama3.2, mistr
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LITELLM_MODEL = os.getenv("LITELLM_MODEL", "huggingface/meta-llama/Llama-3.2-3B-Instruct")
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LITELLM_API_KEY = os.getenv("LITELLM_API_KEY", "") # Optional, depends on provider
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#
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OPENROUTER_API_KEY = os.getenv("OPENROUTER_API_KEY")
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OPENROUTER_MODEL = os.getenv("OPENROUTER_MODEL", "google/gemma-2-2b-it:free") # Alternative free model
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# Other free options: "meta-llama/llama-3.2-3b-instruct:free", "mistralai/mistral-7b-instruct:free"
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def get_llm() -> LLM:
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@@ -42,42 +44,47 @@ def get_llm() -> LLM:
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ValueError: If required configuration is not set
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"""
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if LLM_PROVIDER == "ollama":
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#
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# Install: brew install ollama (Mac) or see https://ollama.ai
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# Run: ollama pull llama3.2
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return LLM(
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model=OLLAMA_MODEL,
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base_url=OLLAMA_BASE_URL,
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api_key="ollama"
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)
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elif LLM_PROVIDER == "litellm":
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#
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# Format: huggingface/model-name or together_ai/model-name
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return LLM(
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model=f"litellm/{LITELLM_MODEL}",
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api_key=LITELLM_API_KEY if LITELLM_API_KEY else "dummy"
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)
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elif LLM_PROVIDER == "openrouter":
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#
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# Free tier available: https://openrouter.ai
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# Note: For Hugging Face Spaces, set OPENROUTER_API_KEY as a secret
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if not OPENROUTER_API_KEY:
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raise ValueError(
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"OPENROUTER_API_KEY environment variable is not set. "
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"Get a free key at https://openrouter.ai"
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)
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# CrewAI uses LiteLLM internally, so we need to format as openrouter/model-name
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# Using gemma-2-2b as default (less likely to be rate-limited than llama-3.2)
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return LLM(
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model=f"openrouter/{OPENROUTER_MODEL}",
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api_key=OPENROUTER_API_KEY,
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temperature=0.3
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)
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else:
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#
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if not OPENAI_API_KEY:
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raise ValueError(
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"OPENAI_API_KEY environment variable is not set. "
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NBA_DATA_PATH = "nba24-25.csv"
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# LLM Configuration - Choose your provider
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# Options: "openai", "ollama", "litellm", "openrouter", "huggingface"
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# Default to huggingface for best open-source model
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LLM_PROVIDER = os.getenv("LLM_PROVIDER", "huggingface")
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# OpenAI Configuration
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OPENAI_API_KEY = os.getenv("OPENAI_API_KEY")
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LITELLM_MODEL = os.getenv("LITELLM_MODEL", "huggingface/meta-llama/Llama-3.2-3B-Instruct")
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LITELLM_API_KEY = os.getenv("LITELLM_API_KEY", "") # Optional, depends on provider
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# Hugging Face Configuration (for using HF Inference API)
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HF_API_KEY = os.getenv("HF_API_KEY", "") # Get from https://huggingface.co/settings/tokens
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HF_MODEL = os.getenv("HF_MODEL", "meta-llama/Llama-3.1-8B-Instruct") # Best open-source model (8B params)
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# OpenRouter Configuration (backup option)
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OPENROUTER_API_KEY = os.getenv("OPENROUTER_API_KEY")
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OPENROUTER_MODEL = os.getenv("OPENROUTER_MODEL", "google/gemma-2-2b-it:free")
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def get_llm() -> LLM:
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ValueError: If required configuration is not set
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"""
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if LLM_PROVIDER == "ollama":
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# Ollama (local models only, not for cloud deployment)
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return LLM(
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model=OLLAMA_MODEL,
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base_url=OLLAMA_BASE_URL,
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api_key="ollama"
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)
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elif LLM_PROVIDER == "huggingface":
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# Hugging Face Inference API - Best open-source models
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if not HF_API_KEY:
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raise ValueError(
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"HF_API_KEY environment variable is not set. "
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"Get a free token from https://huggingface.co/settings/tokens"
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)
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return LLM(
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model=f"huggingface/{HF_MODEL}",
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api_key=HF_API_KEY
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)
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elif LLM_PROVIDER == "litellm":
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# LiteLLM (alternative provider)
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return LLM(
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model=f"litellm/{LITELLM_MODEL}",
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api_key=LITELLM_API_KEY if LITELLM_API_KEY else "dummy"
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)
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elif LLM_PROVIDER == "openrouter":
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# OpenRouter (backup option if HF is unavailable)
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if not OPENROUTER_API_KEY:
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raise ValueError(
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"OPENROUTER_API_KEY environment variable is not set. "
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"Get a free key at https://openrouter.ai"
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)
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return LLM(
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model=f"openrouter/{OPENROUTER_MODEL}",
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api_key=OPENROUTER_API_KEY,
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temperature=0.3
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)
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else:
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# OpenAI (paid option)
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if not OPENAI_API_KEY:
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raise ValueError(
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"OPENAI_API_KEY environment variable is not set. "
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