Spaces:
Sleeping
Sleeping
get available model
Browse files
app.py
CHANGED
@@ -44,11 +44,49 @@ final_answer = FinalAnswerTool()
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# model_id='https://pflgm2locj2t89co.us-east-1.aws.endpoints.huggingface.cloud'
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# model_id='Qwen/Qwen2.5-Coder-32B-Instruct',# it is possible that this model may be overloaded
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model = HfApiModel(
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max_tokens=2096,
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temperature=0.5,
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model_id=
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custom_role_conversions=None,
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)
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@@ -60,7 +98,7 @@ with open("prompts.yaml", 'r') as stream:
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agent = CodeAgent(
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model=model,
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tools=[
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max_steps=6,
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verbosity_level=1,
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grammar=None,
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# model_id='https://pflgm2locj2t89co.us-east-1.aws.endpoints.huggingface.cloud'
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# model_id='Qwen/Qwen2.5-Coder-32B-Instruct',# it is possible that this model may be overloaded
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MODEL_IDS = [
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#'https://wxknx1kg971u7k1n.us-east-1.aws.endpoints.huggingface.cloud/',
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#'https://jc26mwg228mkj8dw.us-east-1.aws.endpoints.huggingface.cloud/',
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#'meta-llama/Llama-3.2-1B-Instruct', ## Does a poor job of interpreting my questions and matching them to the tools
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'Qwen/Qwen2.5-Coder-32B-Instruct',
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'Qwen/Qwen2.5-Coder-14B-Instruct',
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'Qwen/Qwen2.5-Coder-7B-Instruct',
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'Qwen/Qwen2.5-Coder-3B-Instruct',
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'Qwen/Qwen2.5-Coder-1.5B-Instruct'
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# Add here wherever model is working for you
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]
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def is_model_overloaded(model_url):
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"""Verify if the model is overloaded doing a test call."""
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try:
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response = requests.post(model_url, json={"inputs": "Test"})
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if verbose:
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print(response.status_code)
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if response.status_code == 503: # 503 Service Unavailable = Overloaded
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return True
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if response.status_code == 404: # 404 Client Error: Not Found
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return True
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if response.status_code == 424: # 424 Client Error: Failed Dependency for url:
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return True
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return False
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except requests.RequestException:
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return True # if there are an error is overloaded
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def get_available_model():
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"""Select the first model available from the list."""
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for model_url in MODEL_IDS:
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print("trying",model_url)
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if not is_model_overloaded(model_url):
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return model_url
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return MODEL_IDS[0] # if all are failing, use the first model by dfault
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selected_model_id = get_available_model()
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model = HfApiModel(
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max_tokens=2096,
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temperature=0.5,
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model_id=selected_model_id,
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custom_role_conversions=None,
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)
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agent = CodeAgent(
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model=model,
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tools=[final_answer], ## add your tools here (don't remove final answer)
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max_steps=6,
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verbosity_level=1,
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grammar=None,
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