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Al can be catalyst for action need to get some long- term todo off my list old utility scripts needing to be refactored, docs written. It can help with learning if you engage! If use it correctly critically can upskill in areas am lacking in","previews":{"preview":{"ref":"e10cb1c9-99af-41e8-bbaa-643998940db2","$":"https://tube.tugraz.at/static/mh_default_org/engage-player/207cfcd4-21ab-4881-bd92-aeaaf4071f57/d03a5fc1-0d7e-4f59-97d5-8aecd7e77002/hsbmt_Feb26_16-08-05.jpg"}}},{"index":2,"time":155697,"duration":108367,"relevance":-1,"hit":false,"text":"WHAT DO MEAN BY OC DEVOPS My job title Is DevOps, and mostly work on Opencast with my team. So.. By OC devops work, mean work that involves the config and code need to understand create use to solve my day- to- day OC problems. Problems like: Understanding how to build adopt config templates to my institution switch from LDAP to SAML authenticafion, Puppet, Ansible, Helm charts Creating OC WFs, bash or python code to automate API calls buIk upload, update nightly playlist of recently upload videos in particular series Converting configs to new format oo, converting the html Ul elements of workflow definition into json Commenting and Creating README. md files of scripts wish to clean up for sharing with colleagues. Misc scripts and utilities of varied types for coping with the integrations simple nightly script runner from python veny, installed as systemd unit and timer file, placeholder video generation","previews":{"preview":{"ref":"e10cb1c9-99af-41e8-bbaa-643998940db2","$":"https://tube.tugraz.at/static/mh_default_org/engage-player/207cfcd4-21ab-4881-bd92-aeaaf4071f57/d70ea554-01a2-4d85-a6e4-2a953a054caa/hsbmt_Feb26_16-08-05.jpg"}}},{"index":3,"time":264064,"duration":86366,"relevance":-1,"hit":false,"text":"WHICH LLMS Commercial Frontier Models. Mostly paid services. OpenAl GPT- 40 01 03- mini, Claude Sonnet, Google Gemini Accessible via the host company webul or your own tool via API Usually paid- for twice. Once for the model access, again for the actual usage. Offers the best in terms of performance, in terms of privacy, easiest setup","previews":{"preview":{"ref":"e10cb1c9-99af-41e8-bbaa-643998940db2","$":"https://tube.tugraz.at/static/mh_default_org/engage-player/207cfcd4-21ab-4881-bd92-aeaaf4071f57/5d0e2e5d-4697-4be4-b81b-d2c30a540e56/hsbmt_Feb26_16-08-05.jpg"}}},{"index":4,"time":350430,"duration":212501,"relevance":-1,"hit":false,"text":"WHICH LLMS2 Open- source ish local models. cheap after initial hardware investment Codestral 22b, Qwen2. coder 32b, Deepseek R1 distilled Qwen 32b llama3. 70b Runs via local engine LLMstudio, Ollama serves OpenAl compat. API key APl can be pluggd in to other applications to present to users OpenWebul, AnythingLLM, JupyterLab Offers the in terms of performance, best in terms of privacy, setup","previews":{"preview":{"ref":"e10cb1c9-99af-41e8-bbaa-643998940db2","$":"https://tube.tugraz.at/static/mh_default_org/engage-player/207cfcd4-21ab-4881-bd92-aeaaf4071f57/7abbe053-ffe0-47c1-b78c-6168300f4cc2/hsbmt_Feb26_16-08-05.jpg"}}},{"index":5,"time":562931,"duration":70166,"relevance":-1,"hit":false,"text":"WHY LOCAL LLMS Three reasons: Privacy reduce accidental sharing Ownership keeping your Al Partnership close Opportunity Al workers may already exist in our remit OC Whisper runners","previews":{"preview":{"ref":"e10cb1c9-99af-41e8-bbaa-643998940db2","$":"https://tube.tugraz.at/static/mh_default_org/engage-player/207cfcd4-21ab-4881-bd92-aeaaf4071f57/bb7e8294-19ff-4e13-93e1-c0a6a78a08f7/hsbmt_Feb26_16-08-05.jpg"}}},{"index":6,"time":633097,"duration":111933,"relevance":-1,"hit":false,"text":"HAD REASON TO HOST MY REASONING CODING MODELS. My hardware: Mac M2 Studio Ultra 192GB RAM video editor workstation. My software stack: Ollama multi- model LLM server using llama. cpp Deepseek R1 Distilled 32b, Reasoning model Qwen2. coder- cline 32b, coding model Uses 40gb VRAM with 32k context Openwebui via limaVZ containerd an OpenAl WebUI clone, also serves an API endpoint. Codium Opensource version of VS Code Cline Al plugin for Vscode Codium","previews":{"preview":{"ref":"e10cb1c9-99af-41e8-bbaa-643998940db2","$":"https://tube.tugraz.at/static/mh_default_org/engage-player/207cfcd4-21ab-4881-bd92-aeaaf4071f57/6e7128e7-9053-47e2-84a6-e626e2a93469/hsbmt_Feb26_16-08-05.jpg"}}},{"index":7,"time":745030,"duration":168100,"relevance":-1,"hit":false,"text":"__ DEMO: VSCODE CLINE AND QWEN2. CODER- CLINE: 32B 3B ane 8900 Examples flappy mainpy tee port pygame Pease create the game tes in pyoame ene from assets inport BIRD, PIPE_TOP, PIPE sorTo4 Tokens 4040 ens Context Window: 128. 0k Ee APL Cost 0009 xen same. init environment. Let break down the commands and run them separately Pygame- init to check Pygume salle Fist navigate tothe tetris director using WSL SCREEN 4IDTH 400 SCREEN HEIGHT 600 13 line wants to execute this command: wsl cd tetris BIRD_X SCREEN WIOTH BIRD_Y SCREEN HEIGHT BIRD _WIDTH len B1RD BIRD_HEIGHT len BIRO VY APIRequest BIRD_VEL GRAVITY ns that the cd. command did not change the ditectory as FLAP STRENGTH 25 expected when executed through PowerShel. ets directly run the pip3 show pygame command within WSL without chaining it with cd command Output PIPE WIDTH len PIPE_TOP Ae PIPE_HEIGHT len PIPE_TOP ec PIPE_GAP 120 PIPE FREO 1600","previews":{"preview":{"ref":"e10cb1c9-99af-41e8-bbaa-643998940db2","$":"https://tube.tugraz.at/static/mh_default_org/engage-player/207cfcd4-21ab-4881-bd92-aeaaf4071f57/3b303e5f-3f17-46ae-8a27-2e98ad94001c/hsbmt_Feb26_16-08-05.jpg"}}},{"index":8,"time":913130,"duration":78167,"relevance":-1,"hit":false,"text":"Wi Fie Edit Selection View Go Run Terminal Help Sumit ta eONOM Qo FEDS Mereviewnenonemd READMEMA oo examples uibk fle ingest README Md MP4 Video Ingest Script Be Prerequisites 44 Setting up Vitual Environment and Instaling Requirements so WPA Video Ingest Seript vesersption This script ingests Pa videos along with their metadata into an Opencast instance. Tt reads YAML configuration file episode- files. yml to determine the video files and associated metadata. Prerequisites Python Specify version if know ver wv required Libraries: pyyaal requests Add any other dopendencies. here _Teerstea tee game in ygame allow se eps te Setting up Virtual Environment and Installing Requirements Set up the project directory. 21, ereate virtual environment PE ypielinarerateay nates 21 Sereate virtua environmen Create the main game fe ae setup the basi strvtre implement the game logic for ets. python venw venw Add graphics and sound effect option, Ft hae ew det mame tetris wo ial jet Fae 0n windows: bash 20 venv seripts activate akdie tetris on mac0S Linux: command ont ash source venv bin activate YAP Request The tetris directory has been sucessfully crested Next MMcheckit 27 Install the requirements Pygame is incall and install if neces. bash pip install requirements. txt nuno- apprve: Read lt Commands PROBLEMS OUTPUT BUG CONSOLE TERNAL FORTS Ded- ontey libs osseadetosa00 ref LO: 97. 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Al can be catalyst for action need to get some long- term todo off my list old utility scripts needing to be refactored, docs written. It can help with learning if you engage! If use it correctly critically can upskill in areas am lacking in","previews":{"preview":{"ref":"e10cb1c9-99af-41e8-bbaa-643998940db2","$":"https://tube.tugraz.at/static/mh_default_org/engage-player/207cfcd4-21ab-4881-bd92-aeaaf4071f57/d03a5fc1-0d7e-4f59-97d5-8aecd7e77002/hsbmt_Feb26_16-08-05.jpg"}}},{"index":2,"time":155697,"duration":108367,"relevance":-1,"hit":false,"text":"WHAT DO MEAN BY OC DEVOPS My job title Is DevOps, and mostly work on Opencast with my team. So.. By OC devops work, mean work that involves the config and code need to understand create use to solve my day- to- day OC problems. Problems like: Understanding how to build adopt config templates to my institution switch from LDAP to SAML authenticafion, Puppet, Ansible, Helm charts Creating OC WFs, bash or python code to automate API calls buIk upload, update nightly playlist of recently upload videos in particular series Converting configs to new format oo, converting the html Ul elements of workflow definition into json Commenting and Creating README. md files of scripts wish to clean up for sharing with colleagues. Misc scripts and utilities of varied types for coping with the integrations simple nightly script runner from python veny, installed as systemd unit and timer file, placeholder video generation","previews":{"preview":{"ref":"e10cb1c9-99af-41e8-bbaa-643998940db2","$":"https://tube.tugraz.at/static/mh_default_org/engage-player/207cfcd4-21ab-4881-bd92-aeaaf4071f57/d70ea554-01a2-4d85-a6e4-2a953a054caa/hsbmt_Feb26_16-08-05.jpg"}}},{"index":3,"time":264064,"duration":86366,"relevance":-1,"hit":false,"text":"WHICH LLMS Commercial Frontier Models. Mostly paid services. OpenAl GPT- 40 01 03- mini, Claude Sonnet, Google Gemini Accessible via the host company webul or your own tool via API Usually paid- for twice. Once for the model access, again for the actual usage. Offers the best in terms of performance, in terms of privacy, easiest setup","previews":{"preview":{"ref":"e10cb1c9-99af-41e8-bbaa-643998940db2","$":"https://tube.tugraz.at/static/mh_default_org/engage-player/207cfcd4-21ab-4881-bd92-aeaaf4071f57/5d0e2e5d-4697-4be4-b81b-d2c30a540e56/hsbmt_Feb26_16-08-05.jpg"}}},{"index":4,"time":350430,"duration":212501,"relevance":-1,"hit":false,"text":"WHICH LLMS2 Open- source ish local models. cheap after initial hardware investment Codestral 22b, Qwen2. coder 32b, Deepseek R1 distilled Qwen 32b llama3. 70b Runs via local engine LLMstudio, Ollama serves OpenAl compat. API key APl can be pluggd in to other applications to present to users OpenWebul, AnythingLLM, JupyterLab Offers the in terms of performance, best in terms of privacy, setup","previews":{"preview":{"ref":"e10cb1c9-99af-41e8-bbaa-643998940db2","$":"https://tube.tugraz.at/static/mh_default_org/engage-player/207cfcd4-21ab-4881-bd92-aeaaf4071f57/7abbe053-ffe0-47c1-b78c-6168300f4cc2/hsbmt_Feb26_16-08-05.jpg"}}},{"index":5,"time":562931,"duration":70166,"relevance":-1,"hit":false,"text":"WHY LOCAL LLMS Three reasons: Privacy reduce accidental sharing Ownership keeping your Al Partnership close Opportunity Al workers may already exist in our remit OC Whisper runners","previews":{"preview":{"ref":"e10cb1c9-99af-41e8-bbaa-643998940db2","$":"https://tube.tugraz.at/static/mh_default_org/engage-player/207cfcd4-21ab-4881-bd92-aeaaf4071f57/bb7e8294-19ff-4e13-93e1-c0a6a78a08f7/hsbmt_Feb26_16-08-05.jpg"}}},{"index":6,"time":633097,"duration":111933,"relevance":-1,"hit":false,"text":"HAD REASON TO HOST MY REASONING CODING MODELS. My hardware: Mac M2 Studio Ultra 192GB RAM video editor workstation. My software stack: Ollama multi- model LLM server using llama. cpp Deepseek R1 Distilled 32b, Reasoning model Qwen2. coder- cline 32b, coding model Uses 40gb VRAM with 32k context Openwebui via limaVZ containerd an OpenAl WebUI clone, also serves an API endpoint. Codium Opensource version of VS Code Cline Al plugin for Vscode Codium","previews":{"preview":{"ref":"e10cb1c9-99af-41e8-bbaa-643998940db2","$":"https://tube.tugraz.at/static/mh_default_org/engage-player/207cfcd4-21ab-4881-bd92-aeaaf4071f57/6e7128e7-9053-47e2-84a6-e626e2a93469/hsbmt_Feb26_16-08-05.jpg"}}},{"index":7,"time":745030,"duration":168100,"relevance":-1,"hit":false,"text":"__ DEMO: VSCODE CLINE AND QWEN2. CODER- CLINE: 32B 3B ane 8900 Examples flappy mainpy tee port pygame Pease create the game tes in pyoame ene from assets inport BIRD, PIPE_TOP, PIPE sorTo4 Tokens 4040 ens Context Window: 128. 0k Ee APL Cost 0009 xen same. init environment. Let break down the commands and run them separately Pygame- init to check Pygume salle Fist navigate tothe tetris director using WSL SCREEN 4IDTH 400 SCREEN HEIGHT 600 13 line wants to execute this command: wsl cd tetris BIRD_X SCREEN WIOTH BIRD_Y SCREEN HEIGHT BIRD _WIDTH len B1RD BIRD_HEIGHT len BIRO VY APIRequest BIRD_VEL GRAVITY ns that the cd. command did not change the ditectory as FLAP STRENGTH 25 expected when executed through PowerShel. ets directly run the pip3 show pygame command within WSL without chaining it with cd command Output PIPE WIDTH len PIPE_TOP Ae PIPE_HEIGHT len PIPE_TOP ec PIPE_GAP 120 PIPE FREO 1600","previews":{"preview":{"ref":"e10cb1c9-99af-41e8-bbaa-643998940db2","$":"https://tube.tugraz.at/static/mh_default_org/engage-player/207cfcd4-21ab-4881-bd92-aeaaf4071f57/3b303e5f-3f17-46ae-8a27-2e98ad94001c/hsbmt_Feb26_16-08-05.jpg"}}},{"index":8,"time":913130,"duration":78167,"relevance":-1,"hit":false,"text":"Wi Fie Edit Selection View Go Run Terminal Help Sumit ta eONOM Qo FEDS Mereviewnenonemd READMEMA oo examples uibk fle ingest README Md MP4 Video Ingest Script Be Prerequisites 44 Setting up Vitual Environment and Instaling Requirements so WPA Video Ingest Seript vesersption This script ingests Pa videos along with their metadata into an Opencast instance. Tt reads YAML configuration file episode- files. yml to determine the video files and associated metadata. Prerequisites Python Specify version if know ver wv required Libraries: pyyaal requests Add any other dopendencies. here _Teerstea tee game in ygame allow se eps te Setting up Virtual Environment and Installing Requirements Set up the project directory. 21, ereate virtual environment PE ypielinarerateay nates 21 Sereate virtua environmen Create the main game fe ae setup the basi strvtre implement the game logic for ets. python venw venw Add graphics and sound effect option, Ft hae ew det mame tetris wo ial jet Fae 0n windows: bash 20 venv seripts activate akdie tetris on mac0S Linux: command ont ash source venv bin activate YAP Request The tetris directory has been sucessfully crested Next MMcheckit 27 Install the requirements Pygame is incall and install if neces. bash pip install requirements. txt nuno- apprve: Read lt Commands PROBLEMS OUTPUT BUG CONSOLE TERNAL FORTS Ded- ontey libs osseadetosa00 ref LO: 97. Type amessage ibeost orssendeaesono nef Li: 91. iibeast exsseadeaasinn hs: 04 MMZDSQQLT35- C7aL: at Users 202358 sendrSve_root hard iy Libraries Simmit talk Examples usb_ File ingests Hl o0a0 Un2Acolid Spices UT RFC Makdown ex erecrpamnnone stration kM nD EE seen Pree oBoreeQemBarvuae Am ou Salle ASM","previews":{"preview":{"ref":"e10cb1c9-99af-41e8-bbaa-643998940db2","$":"https://tube.tugraz.at/static/mh_default_org/engage-player/207cfcd4-21ab-4881-bd92-aeaaf4071f57/a2444062-fcd1-4c63-bfc3-4c396d33a48f/hsbmt_Feb26_16-08-05.jpg"}}},{"index":9,"time":991297,"duration":126966,"relevance":-1,"hit":false,"text":"","previews":{"preview":{"ref":"e10cb1c9-99af-41e8-bbaa-643998940db2","$":"https://tube.tugraz.at/static/mh_default_org/engage-player/207cfcd4-21ab-4881-bd92-aeaaf4071f57/9637b0fd-8b62-43e4-abce-f507967a4510/hsbmt_Feb26_16-08-05.jpg"}}}]}}}}</article></body></html>