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with petals
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2 changed files with 32 additions and 2 deletions
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@ -431,6 +431,36 @@ def completion(
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generator = get_ollama_response_stream(endpoint, model, prompt)
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# assume all responses are streamed
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return generator
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elif custom_llm_provider == "petals":
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install_and_import("transformers")
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from transformers import AutoTokenizer
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from petals import AutoDistributedModelForCausalLM
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tokenizer = AutoTokenizer.from_pretrained(model)
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model = AutoDistributedModelForCausalLM.from_pretrained(model)
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print("got model", model)
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# Embeddings & prompts are on your device, transformer blocks are distributed across the Internet
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inputs = tokenizer(prompt, return_tensors="pt")["input_ids"]
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outputs = model.generate(
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inputs=inputs,
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temperature=1.0
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)
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print("got output", outputs)
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completion_response = tokenizer.decode(outputs[0])
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print("got output text", completion_response)
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## LOGGING
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logging(model=model, input=prompt, custom_llm_provider=custom_llm_provider, additional_args={"max_tokens": max_tokens, "original_response": completion_response}, logger_fn=logger_fn)
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## RESPONSE OBJECT
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model_response["choices"][0]["message"]["content"] = completion_response
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model_response["created"] = time.time()
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model_response["model"] = model
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response = model_response
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else:
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## LOGGING
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logging(model=model, input=messages, custom_llm_provider=custom_llm_provider, logger_fn=logger_fn)
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@ -1,6 +1,6 @@
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[tool.poetry]
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name = "litellm"
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version = "0.1.392"
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version = "0.1.393"
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description = "Library to easily interface with LLM API providers"
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authors = ["BerriAI"]
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license = "MIT License"
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