Makambani GUIDE

ServiceNow uye StarCoder

StarCoder yakavhurika yakakura mutauro modhi yekodhi, yakavakwa neServiceNow Tsvagiridzo uye Hugging Face kuburikidza neBigCode chirongwa.

Overview

StarCoder yakavhurika yakakura mutauro modhi yekodhi, yakavakwa neServiceNow Tsvagiridzo uye Hugging Face kuburikidza neBigCode chirongwa. Izvo zvine basa nekuti yakaunza anobvumirwa rezinesi, akadzidziswa zviri pachena coding mubatsiri kumunda unotongwa nemhando dzakavharwa.

ServiceNow uye StarCoder inonzwisiswa zvakanyanya mumamiriro ehurongwa, kuwana modhi, sarudzo dzepuratifomu, uye ecosystem kudyidzana.

Deep Dive

StarCoder imhuri yemhando-yechizvarwa modhi yakaburitswa muna Chivabvu 2023 neBigCode, mubatanidzwa unotungamirwa neServiceNow Research uye Hugging Face. Iyo mureza StarCoderBase inosvika bhiriyoni gumi neshanu-parameter modhi yakadzidziswa pamatiriyoni imwe chete tokens yakatorwa kubva kuThe Stack, dhatabheti hombe yekodhi ine rezenisi rezenisi rinotora mitauro inodarika makumi masere. Chinhu chakakosha chinosiyanisa hwindo rayo 8,000-chiratidzo hwindo uye Zadza-mu-the-Middle kudzidziswa, ichiirega izere kodhi yakapihwa ese ari maviri apfuura uye anotevera mitsara pane kungofanotaura kumberi. BigCode yakasimbisa hutongi hwe data: yakaburitsa dhata rekudzidziswa, ikapa chishandiso chekubuda kune vanogadzira, uye yakaburitsa modhi pasi peiyo OpenRAIL-M rezinesi. StarCoder2, yakaburitswa muna 2024, yakawedzera kufukidzwa kusvika kumitauro inopfuura mazana matanhatu.

Technical Insight

StarCoder inoshandisa decoder-chete transformer ine yakawanda-mubvunzo kutarisisa, iyo inogovera kiyi uye kukosha fungidziro pamisoro yekutarisisa kudzikamisa ndangariro kushandiswa uye kukurumidza kufungidzira pakureba kwechirevo. Yakadzidziswa neZadza-in-the-Middle, apo zvinyorwa zvinopatsanurwa zvisina tsarukano uye kurongekazve kuitira kuti modhi idzidze kugadzira chisipo chakamisikidzwa pane yakatenderedza kodhi. Izvi zvinoita kuti ikwane ku IDE autocompletion, uko mamiriro aripo pamativi ese echitubu.

Mastering ServiceNow uye StarCoder

StarCoder yakavhurika yakakura mutauro modhi yekodhi, yakavakwa neServiceNow Tsvagiridzo uye Hugging Face kuburikidza neBigCode chirongwa. Izvo zvine basa nekuti yakaunza anobvumirwa rezinesi, akadzidziswa zviri pachena coding mubatsiri kumunda unotongwa nemhando dzakavharwa. ServiceNow uye StarCoder inonzwisiswa zvakanyanya mumamiriro ehurongwa, kuwana modhi, sarudzo dzepuratifomu, uye ecosystem kudyidzana. Kuti uvake kunzwisisa kwakadzama, bata ServiceNow uye StarCoder semuenzaniso wekushandisa, kwete chinhu chimwe chete: tsanangura zvaunoda mhedzisiro, kujekesa fungidziro, uye patsanura izvo zvinogona kuitwa nehurongwa nekuvimbika kubva kune zvichiri kuda kutonga kwenyanzvi.

Mukuita, zvikwata zvakasimba zvinoshandisa ServiceNow uye StarCoder inoongorora zano revatengesi, kuvimbika kwemepu yemugwagwa, uye njodzi yekuvhara isati yaita. Ivo vanonyora zvakajeka maitiro ebudiriro, bvunzo vachipokana ne data rechokwadi uye mafambiro ebasa, uye iterate zvichibva pane zvakacherechedzwa maitiro ekutadza kwete kuhwina-nguva imwe chete yebhenji. Apa ndipo apo kunzwisisa kwe theoretical kunoshanduka kuve kugona kwakasimba pane chigadzirwa, mutemo, uye mashandiro.

Mamepu emigwagwa emutengesi anopesvedzera izvo izvo timu yako inogona kugadzira inotevera. Panguva imwecheteyo, zviziviso zveLaunch zvinogona kupfuura kugadzikana mune chaiyo yekugadzira workflows. Nzira yakatsiga ndeyekubatanidza kukurumidza kuyedza nekutonga: mhanyisa vatyairi vendege, tora humbowo, buritsa matanda esarudzo, uye urambe uchivandudza chengetedzo semaitiro emuenzaniso, zvinotarisirwa nemushandisi, uye zvinodikanwa zvekutonga.

Strategic Impact

Mamepu emigwagwa emutengesi anopesvedzera izvo izvo timu yako inogona kugadzira inotevera.

Mamepu emigwagwa emutengesi anopesvedzera izvo izvo timu yako inogona kugadzira inotevera. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.

Mamiriro ezvekutengeserana uye sarudzo dzekuendesa dzinokanganisa mutengo wenguva refu uye njodzi.

Mamiriro ezvekutengeserana uye sarudzo dzekuendesa dzinokanganisa mutengo wenguva refu uye njodzi. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.

Kambani inokurudzira inogadzirisa kusarudzika kwechigadzirwa, mamiriro ekuchengetedza, uye kuvhurika.

Kambani inokurudzira inogadzirisa kusarudzika kwechigadzirwa, mamiriro ekuchengetedza, uye kuvhurika. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.

Ramangwana reSevhisiNow uye StarCoder

Macode modhi ari kufamba akananga kune agentic workflows uko iwo asingangozvipedza otomatiki asi kuronga, kumhanya bvunzo, uye kugadzirisa yavo yekubuda. StarCoder2, yakadzidziswa pane yakakura Stack v2 dataset yakavakwa neSoftware Heritage, inonongedza kune yakafararira kufukidzwa kwemutauro uye zvirinani ruzivo rwedata. Tarisira kuenderera mberi kusimbisirwa padhata rekudzidzisa rakajeka, nzira dzekubuda, uye kujekeswa kwerezenisi sezvo kuongororwa kwepamutemo kwemhando dzakadzidziswa kodhi kunokura, pamwe nekubatanidzwa kwakanyanya mumapuratifomu ekuvandudza bhizinesi.

Real-World Implementation

Kusimbaradza otomatiki uye kodhi-kupedzisa mazano mukati meIDE plugins uye edhita ekuwedzera

Kugadzira boilerplate mabasa, bvunzo dzeyuniti, uye docstrings kubva kune yakasarudzika-mutauro kutaura

Kushandura kana kugadzirisa kodhi pakati pemitauro yepurogiramu mukati mebhizinesi codebase

Kushanda semubatsiri wekodha yekukodha kumasangano asingakwanise kutumira kodhi yemuridzi kune yakavharwa makore APIs.

Maitiro Ekuita

ServiceNow uye StarCoder mukuita

Kusimbaradza otomatiki uye kodhi-kupedzisa mazano mukati meIDE plugins uye edhita ekuwedzera.

Kusimbisa otomatiki uye kodhi-yekupedzisa mazano mukati meIDE plugins uye edzedzero Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.

ServiceNow uye StarCoder mukuita

Kugadzira boilerplate mabasa, bvunzo dzeyuniti, uye docstrings kubva kune yakasarudzika-mutauro kutaura.

Kugadzira boilerplate mabasa, bvunzo dzeyuniti, uye docstrings kubva kune yechisikigo-mutauro wekutaura Matimu anowanzo kuwana zvirinani zvibodzwa kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.

ServiceNow uye StarCoder mukuita

Kushandura kana kugadzirisa kodhi pakati pemitauro yepurogiramu mukati mebhizinesi codebase.

Kushandura kana kudzokorodza kodhi pakati pemitauro yekuronga mukati mebhizinesi codebase Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura mhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.

ServiceNow uye StarCoder mukuita

Kushanda semubatsiri wekodha yekukodha kumasangano asingakwanise kutumira kodhi yemuridzi kune yakavharwa Cloud APIs.

Kushanda seanozvigashira kodhi mubatsiri kumasangano asingakwanise kutumira kodhi yemuridzi kune yakavharwa gore APIs Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.

Njodzi & Guardrails

!

Zviziviso zvekutanga zvinogona kupfuura kugadzikana mune chaiyo yekugadzira workflows.

!

Mitengo yeAPI kana shanduko yepolicy inogona kukanganisa fungidziro husiku.

!

Kutsamira kune mumwe-mutengesi kunowedzera kukiya-mukati uye mari yekufambisa.

Implementation Roadmap

1

Ongorora vanopa uchishandisa ako ega mabasa uye dataset.

Ongorora vanopa uchishandisa ako ega mabasa uye dataset. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.

2

Wongorora zvakavanzika, chengetedzo, uye mazwi emutemo usati wabatanidzwa.

Wongorora zvakavanzika, chengetedzo, uye mazwi emutemo usati wabatanidzwa. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.

3

Chengetedza chirongwa chekudzokera kumashure kune mamodheru kana vatengesi.

Chengetedza chirongwa chekudzokera kumashure kune mamodheru kana vatengesi. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.

4

Tarisa zvinyorwa zvekuburitsa kuitira kuti shanduko yemigwagwa isashamise zvikwata.

Tarisa zvinyorwa zvekuburitsa kuitira kuti shanduko yemigwagwa isashamise zvikwata. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.

Ramba Uchiongorora