📢For those who wish to quick start with reasoning / cot application over rows of tabular data but with minimal dependencies, this post would be valuable.
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📢For those who wish to quick start with reasoning / cot application over rows of tabular data but with minimal dependencies, this post would be valuable.
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🔎 I found that the problem is that given a bulk of Chain-of-Though (CoT) 🔗 queries for remotely accessed LLM 🤖 (like openrouter / Replicate / OpenAI) might result in connection loss which may lead exception 💥 and challenges with generated content restoration. 
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🔎 I found that the problem is that given a bulk of Chain-of-Though (CoT) 🔗 queries for remotely accessed LLM 🤖 (like openrouter / Replicate / OpenAI) might result in connection loss which may lead exception 💥 and challenges with generated content restoration. 
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Here, is where I contribute with the bulk-chain.
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Here, is where I contribute with the bulk-chain.
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⭐ 
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⭐ 
https://github.com/nicolay-r/bulk-chain
https://github.com/nicolay-r/bulk-chain
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Currently working on 0.24.3 version, in which I am happy to announce the API for developing your apps that are based on CoT schema declaration in JSON (details in attached images 📸)
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Currently working on 0.24.3 version, in which I am happy to announce the API for developing your apps that are based on CoT schema declaration in JSON (details in attached images 📸)
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All you have to do is:
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All you have to do is:
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✅ 1. Declare CoT-schema in json
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✅ 1. Declare CoT-schema in json
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✅ 2. Declare the model or use the preset
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✅ 2. Declare the model or use the preset
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✅ 3. Launch code
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✅ 3. Launch code
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One example is to use ReplicateIO provider:
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One example is to use ReplicateIO provider:
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https://github.com/nicolay-r/bulk-chain/blob/master/ext/replicate.py
https://github.com/nicolay-r/bulk-chain/blob/master/ext/replicate.py
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Each model has a wrapped call for inference in try-catch block
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Each model has a wrapped call for inference in try-catch block
📢For those who wish to quick start with reasoning / cot application over rows of tabular data but with minimal dependencies, this post would be valuable.

🔎 I found that the problem is that given a bulk of Chain-of-Though (CoT) 🔗 queries for remotely accessed LLM 🤖 (like openrouter / Replicate / OpenAI) might result in connection loss which may lead exception 💥 and challenges with generated content restoration. 

Here, is where I contribute with the bulk-chain.
⭐ https://github.com/nicolay-r/bulk-chain

Currently working on 0.24.3 version, in which I am happy to announce the API for developing your apps that are based on CoT schema declaration in JSON (details in attached images 📸)

All you have to do is:
✅ 1. Declare CoT-schema in json
✅ 2. Declare the model or use the preset
✅ 3. Launch code

One example is to use ReplicateIO provider:
https://github.com/nicolay-r/bulk-chain/blob/master/ext/replicate.py

Each model has a wrapped call for inference in try-catch block
👀
John6666 csabakecskemeti AtAndDev