I'm trying to install ray[tune] tune-sklearn on my machine but keeps failing. I'm using a MacBook Pro 2019 with Big Sur Version 11.6 and Python 3.9.7 (default, Sep 16 2021, 08:50:36) [Clang 10.0.0 ] :: Anaconda, Inc. on darwin. All other packages I've tried to installed fine either using conda install or pip install except for this one. I'm struggling to find an answer online myself. I was on Python 3.8 but I removed this and installed 3.9 as I thought this was the problem. Apologies in advance, I'm new to data mining and still don't know a great deal yet.

ray[tune] is a library within the Ray distributed compute project that supports scalable hyperparameter tuning -- not a stand-alone Python package. You should be able to install ray with the proper dependencies using:


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To use a version update, you will need to be on a V9.00 or newer tune. Older tunes than this will NEED to go through a Modification Update as we need to rebuild the tune from scratch. 

This update WILL NOT add or change any settings, features, fuel types, or account for any new modifications installed on the car. It is STRICTLY for tunes that only need their versions updated to the latest spec. All of the features and options for the tune you are updating will be present in the new version.

This allows us to import any changes based on a previous Datalog Refinement to your new updated tune. Please ensure to enter the correct order number associated with the Datalog Refinement that you want your updated tune to be based on.

Fine-tuning for GPT-3.5 Turbo is now available, with fine-tuning for GPT-4 coming this fall. This update gives developers the ability to customize models that perform better for their use cases and run these custom models at scale. Early tests have shown a fine-tuned version of GPT-3.5 Turbo can match, or even outperform, base GPT-4-level capabilities on certain narrow tasks. As with all our APIs, data sent in and out of the fine-tuning API is owned by the customer and is not used by OpenAI, or any other organization, to train other models.

In July, we announced that the original GPT-3 base models (ada, babbage, curie, and davinci) would be turned off on January 4th, 2024. Today, we are making babbage-002 and davinci-002 available as replacements for these models, either as base or fine-tuned models. Customers can access those models by querying the Completions API.

These models can be fine-tuned with our new API endpoint /v1/fine_tuning/jobs. This new endpoint offers pagination and more extensibility to support the future evolution of the fine-tuning API. Transitioning from /v1/fine-tunes to the updated endpoint is straightforward and more details can be found in our new fine-tuning guide. This deprecates the old /v1/fine-tunes endpoint, which will be turned off on January 4th, 2024.

In previous generations, some artists made very successful careers of presenting revivals or reworkings of once-popular tunes, even out of doing contemporary cover versions of current hits.[1] Since the 1950s, musicians now play what they call "cover versions" (the reworking, updating, or interpretation) of songs as a tribute to the original performer or group.[1] Using familiar material (such as evergreen hits, standard tunes or classic recordings) is an important method of learning music styles. Until the mid-1960s most albums, or long playing records, contained a large number of evergreens or standards to present a fuller range of the artist's abilities and style. (See, for example, Please Please Me.) Artists might also perform interpretations ("covers") of a favorite artist's hit tunes[4] for the simple pleasure of playing a familiar song or collection of tunes.[5]

Since the Copyright Act of 1909, United States musicians have had the right to record a version of someone else's previously recorded and released tune, whether it is music alone or music with lyrics.[6] A license can be negotiated between representatives of the interpreting artist and the copyright holder, or recording published tunes can fall under a mechanical license whereby the recording artist pays a standard royalty to the original author/copyright holder through an organization such as the Harry Fox Agency, and is safe under copyright law even if they do not have any permission from the original author. A similar service was provided by Limelight by RightsFlow, until January 2015, when they announced they will be closing their service. The U.S. Congress introduced the mechanical license to head off an attempt by the Aeolian Company to monopolize the piano roll market.[7]

Early in the 20th century it became common for phonograph record labels record companies to have singers or musicians "cover" a commercially successful "hit" tune by recording a version for their own label in hopes of cashing in on the tune's success. For example, Ain't She Sweet was popularized in 1927 by Eddie Cantor (on stage) and by Ben Bernie and Gene Austin (on record), was repopularized through popular recordings by Mr. Goon Bones & Mr. Ford and Pearl Bailey in 1949, and later still revived as 33 1/3 and 45 RPM records by the Beatles in 1964.[8]

Because little promotion or advertising was done in the early days of record production, other than at the local music hall or music store, the average buyer purchasing a new record usually asked for the tune, not the artist. Record distribution was highly localized, so a locally popular artist could quickly record a version of a hit song from another area and reach an audience before the version by the artist(s) who first introduced the tune, and highly competitive record companies were quick to take advantage of this.

This began to change in the late 1930s, when the growing record-buying public began including a younger age group. During the swing era, when a bobby soxer went looking for a recorded tune, say "In the Mood", typically she wanted the version popularized by her favorite artist(s), e.g. the Glenn Miller version (on RCA Victor's cheaper Bluebird label), not someone else's (sometimes presented on a more expensive record company's label). This trend was marked closely by the charting of record sales by the different artists, not just hit tunes, on the music industry's Hit Parades. However, for sound commercial reasons, record companies still continued to record different versions of tunes that sold well. Most audiences until the mid-1950s still heard their favorite artists playing live music on stage or via the radio. And since radio shows were for the most part aimed at local audiences, it was still rare for an artist in one area to reach a mass audience. Also radio stations tended to cater to broad audience markets, so an artist in one vein might not get broadcast on other stations geared to a set audience. So popular versions of jazz, country and western or rhythm and blues tunes, and vice versa, were frequent. Consider "Mack the Knife" ("Die Moritat vom Mackie Messer"): this was originally from Bertolt Brecht's 1928 Die Dreigroschenoper. It was popularized by a 1956 Hit Parade instrumental tune, "Moritat", for the Dick Hyman Trio, also recorded by Richard Hayman & Jan August,[9] but a hit also for Louis Armstrong 1956/1959, Bobby Darin, 1959,[10] and Ella Fitzgerald, 1960,[11] as vocal versions of "Mack the Knife".

Europe's Radio Luxembourg, like many commercial stations, also sold "air time"; so record companies and others bought air time to promote their own artists or products, thus increasing the number of recorded versions of any tune then available. Add to this the fact that many radio stations were limited in their permitted "needle time" (the amount of recorded music they were allowed to play), or were regulated on the amount of local talent they had to promote in live broadcasts, as with most national stations like the BBC in the UK.

In the early days of rock and roll, many tunes originally recorded by R&B and country musicians were still being re-recorded in a more popular vein by other artists with a more toned-down style or professional polish.[12] This was inevitable because radio stations were reluctant to play formats outside their target audience's taste. By far the most popular style of music in the mid-1950s / mid-1960s was still the professional light orchestra, therefore popular recording artists sought that format.[13]For many purists these popular versions lacked the raw earthiness of the original introducing artists.

Reworking non-English language tunes and lyrics for the Anglo-Saxon markets was once a popular part of the music business. For example, the 1954 worldwide hit The Happy Wanderer was originally Der frhliche Wanderer, to this must be added Hymne a l'amour, Mutterlein, Volare, Seeman, "Quando, Quando, Quando," L'amour est bleu, etc.

A song may be covered into another language. For example, in the 1930s, a recording of Isle of Capri in Spanish, by Osvaldo Fresedo and singer Roberto Ray, is known. Falco's 1982 German-language hit "Der Kommissar" was covered in English by After the Fire, although the German title was retained. The English version, which was not a direct translation of Falco's original but retained much of its spirit, reached the Top 5 on the US charts. "The Lion Sleeps Tonight" evolved over several decades and versions from a 1939 Solomon Linda a cappella song. Many of singer Laura Branigan's 1980s hits were English-language covers of songs already successful in Europe, for the American record market. Numerable English-language covers exist of "99 Luftballons" by German singer Nena (notably one by punk band Goldfinger), one having been recorded by Nena herself following the success of her original German version. "Popcorn", a song that was originally completely instrumental, has had lyrics added in at least six different languages in various covers. During the heyday of Cantopop in Hong Kong in the late 1970s to early 1990s, many hits were covers of English and Japanese titles that have gained international fame but with localized lyrics (sometimes multiple sets of lyrics sung to the same tune), and critics often chide the music industry of shorting the tune-composing process. ff782bc1db

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