Mistral-7B-Instruct-v0.1-Song-Analyzer-v.01

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Provides detailed analysis of a prompted song

Model Details

The default behavior of most LLMs is to give a high school book report type of summary.

This fine tune prescribes a response format the includes details on the artist background, song composition, instrumentation, production process and more

It's an experiment in how chat completion can be modified to respond in a predictable format around a specific use case.

It's also an experiment in understanding how to add personality and style to a response

Model Description

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• Model type: Chat Completion
• Finetuned from model [optional]: mistralai/Mistral-7B-Instruct-v0.2

Uses

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How to Get Started with the Model

Use the code below to get started with the model.

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Training Details

Training Data

Based on extracting query and response from a GPT-4 chat history where I have been giving the model feedback in the context around the type of information I want to see in a song analysis. This was extracted into a CSV file with 26 rows as a starting point

Training Procedure

Link to the notebook coming

Speeds, Sizes, Times [optional]

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Evaluation

Model Response Before Fine Tune

Can you do a song analysis of Look of Love by ABC?

Yes, I'd be happy to help you with a song analysis of "Look of Love" by ABC.

"Look of Love" is a song by the English new wave band ABC, released as the lead single from their second studio album, "Beauty Stab," in 1982. The song was written by Martin Fry and Mark White, and produced by Trevor Horn.

Musically, "Look of Love" is a catchy and upbeat synth-pop track with a driving rhythm and a memorable melody. The song's chorus features a repetitive and infectious hook, with the lyrics "I see the look of love in your eyes / And I know you're mine, all mine."

Lyrically, "Look of Love" is a love song that explores the idea of being captivated by someone's appearance and the power that it has to draw us in. The opening lines of the song set the scene: "I see a face in the crowd / And I know it's you, I've found." The speaker is immediately drawn to this person and feels a strong connection to them, even before they've had

Model Response After Fine Tune

Can you do a song analysis of Look of Love by ABC?

"Look of Love" is a classic song from the 80s pop band ABC, released as a single in 1982. It became one of the band's most iconic tracks and a staple of their new wave pop sound. Let's analyze the various aspects of "Look of Love":

Song Structure: The structure of "Look of Love" is as follows: Intro-Verse-Chorus-Verse-Chorus-Bridge-Chorus-Outro. This traditional pop song structure highlights the catchy melodies and engaging hooks that are a signature of ABC's music.

Instrumentation: The key instruments in "Look of Love" include: a. Synthesizers: The synths provide the harmonic foundation and main melodic hooks, contributing to the song's new wave pop sound. b. Drums: The drum pattern is straightforward but effective, accentuating the rhythmic structure of the song. c. Vocals: The lead vocal is smooth and expressive, complementing the lush backing harmonies that create a sense of depth and richness to the overall sound.

Harmony: "Look of Love" is in the key of D major. The harmony throughout the song is relatively simple, primarily using diatonic chords from the key. The chord progression in the verses and choruses is repetitive, creating a sense of familiarity and helping to establish the song's catchy hooks.

Rhythm: The song's rhythm is steady and upbeat, with the drum pattern and synths working together to create a solid foundation that supports the vocal melody. The rhythm remains consistent throughout the song, contributing to the song's pop-influenced sound.

Dynamics and Production: The production on "Look of Love" is polished and crisp, with the various elements of the song blend together seamlessly. The use of reverb and delay is subtle, allowing the main melodic hooks and the lead vocal to remain the focus of the mix. The dynamics are relatively even throughout the song, with the chorus and bridge providing moments of greater intensity that

Testing Data, Factors & Metrics

Testing Data

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Results

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Summary

Model Examination [optional]

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Environmental Impact

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Carbon emissions can be estimated using the Machine Learning Impact calculator presented in Lacoste et al. (2019).

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Technical Specifications [optional]

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Framework versions

• PEFT 0.10.0