transformers safetensors mistral text-generation text-generation-inference unsloth trl conversational sv dataset:neph1/bellman-7b-finetune dataset:neph1/bellman-multiturn base_model:unsloth/mistral-7b-instruct-v0.3-bnb-4bit base_model:finetune:unsloth/mistral-7b-instruct-v0.3-bnb-4bit license:apache-2.0 autotrain_compatible endpoints_compatible region:us
---
base_model: unsloth/mistral-7b-instruct-v0.3-bnb-4bit
datasets:
- neph1/bellman-7b-finetune
- neph1/bellman-multiturn
language:
- sv
license: apache-2.0
tags:
- text-generation-inference
- transformers
- unsloth
- mistral
- trl
---

![image/png](https://cdn-uploads.huggingface.co/production/uploads/653cd3049107029eb004f968/pLcriXAfp3Y9Z0RGwwVUB.png)

It's finetuned for prompt question answering, based on a dataset created from Swedish wikipedia, with a lot of Sweden-centric questions. New in this version is a multi-turn dataset of about 250 conversations, as well as a number of stories.

The name comes from the Swedish bard and poet Carl Mikael Bellman who lived in the 1700s.
As with any bard, what this model says should be taken with a grain of salt. Even though it has the best of intentions.

[![ko-fi](https://ko-fi.com/img/githubbutton_sm.svg)](https://ko-fi.com/T6T3S8VXY)

Configuration:

Rank: 256

Alpha: 512

Learning rate (at start): 2e-5

Context length: 4096

Training length: ca 2 epochs

Important. Use correct prompt format for best results: ```[INST]Hur bakar jag en sockerkaka?[/INST]```

TrainingArguments(
        per_device_train_batch_size = 6,
        gradient_accumulation_steps = 20,
        num_train_epochs=4,
        warmup_steps = 10,
        learning_rate = 2e-5,
        bf16 = true,
        logging_steps = 5,
        optim = "adamw_8bit",
        weight_decay = 0.01,
        lr_scheduler_type = "linear",
        seed = 3407,
        per_device_eval_batch_size = 6,
        eval_strategy="steps",
        eval_accumulation_steps = 20,
        eval_steps = 5,
        eval_delay = 0,
        save_strategy="steps",
        save_steps=5,
        report_to="none",
        output_dir="",
    )

# Uploaded  model

- **Developed by:** neph1
- **License:** apache-2.0
- **Finetuned from model :** unsloth/mistral-7b-instruct-v0.3-bnb-4bit

This mistral model was trained 2x faster with [Unsloth](https://github.com/unslothai/unsloth) and Huggingface's TRL library.

[<img src="https://raw.githubusercontent.com/unslothai/unsloth/main/images/unsloth%20made%20with%20love.png" width="200"/>](https://github.com/unslothai/unsloth)
