Safetensors
GGUF
Turkish
llama
Llama-3
instruct
finetune
chatml
gpt4
synthetic data
distillation
function calling
json mode
axolotl
roleplaying
chat
Instructions to use tda45/TdAI with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- llama-cpp-python
How to use tda45/TdAI with llama-cpp-python:
# !pip install llama-cpp-python from llama_cpp import Llama llm = Llama.from_pretrained( repo_id="tda45/TdAI", filename="llama.cpp/models/ggml-vocab-aquila.gguf", )
output = llm( "Once upon a time,", max_tokens=512, echo=True ) print(output)
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use tda45/TdAI with llama.cpp:
Install (macOS, Linux)
curl -LsSf https://llama.app/install.sh | sh # Start a local OpenAI-compatible server with a web UI: llama serve -hf tda45/TdAI # Run inference directly in the terminal: llama cli -hf tda45/TdAI
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf tda45/TdAI # Run inference directly in the terminal: llama cli -hf tda45/TdAI
Use pre-built binary
# Download pre-built binary from: # https://github.com/ggerganov/llama.cpp/releases # Start a local OpenAI-compatible server with a web UI: ./llama-server -hf tda45/TdAI # Run inference directly in the terminal: ./llama-cli -hf tda45/TdAI
Build from source code
git clone https://github.com/ggerganov/llama.cpp.git cd llama.cpp cmake -B build cmake --build build -j --target llama-server llama-cli # Start a local OpenAI-compatible server with a web UI: ./build/bin/llama-server -hf tda45/TdAI # Run inference directly in the terminal: ./build/bin/llama-cli -hf tda45/TdAI
Use Docker
docker model run hf.co/tda45/TdAI
- LM Studio
- Jan
- Ollama
How to use tda45/TdAI with Ollama:
ollama run hf.co/tda45/TdAI
- Unsloth Studio
How to use tda45/TdAI with Unsloth Studio:
Install Unsloth Studio (macOS, Linux, WSL)
curl -fsSL https://unsloth.ai/install.sh | sh # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for tda45/TdAI to start chatting
Install Unsloth Studio (Windows)
irm https://unsloth.ai/install.ps1 | iex # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for tda45/TdAI to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for tda45/TdAI to start chatting
- Atomic Chat new
- Docker Model Runner
How to use tda45/TdAI with Docker Model Runner:
docker model run hf.co/tda45/TdAI
- Lemonade
How to use tda45/TdAI with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull tda45/TdAI
Run and chat with the model
lemonade run user.TdAI-{{QUANT_TAG}}List all available models
lemonade list
| # Provision UI assets and generate ui.cpp/ui.h. | |
| # | |
| # Asset provisioning priority: | |
| # 1. Pre-built assets in SRC_DIST_DIR (manually built by user) | |
| # 2. If BUILD_UI=ON: npm build | |
| # 3. If above did not produce assets and HF_ENABLED=ON: HF Bucket download | |
| # of dist.tar.gz (verified against dist.tar.gz.sha256) | |
| cmake_minimum_required(VERSION 3.18) | |
| set(UI_SOURCE_DIR "" CACHE STRING "UI source directory (to run npm build)") | |
| set(UI_BINARY_DIR "" CACHE STRING "UI binary directory (to store generated files)") | |
| set(LLAMA_SOURCE_DIR "" CACHE STRING "Project source root (to resolve version from git)") | |
| set(HF_BUCKET "" CACHE STRING "Hugging Face bucket name") | |
| set(HF_VERSION "" CACHE STRING "Version to download (empty = resolve from git)") | |
| set(HF_ENABLED "" CACHE STRING "Whether to allow HF Bucket download (ON/OFF)") | |
| set(BUILD_UI "" CACHE STRING "Build UI via npm (ON/OFF)") | |
| set(LLAMA_UI_EMBED "" CACHE STRING "Path to llama-ui-embed helper") | |
| set(LLAMA_UI_GZIP "" CACHE STRING "Apply gzip compress to assets to save bandwidth") | |
| set(DIST_DIR "${UI_BINARY_DIR}/dist") | |
| set(SRC_DIST_DIR "${UI_SOURCE_DIR}/dist") | |
| set(WORK_DIR "${UI_BINARY_DIR}/ui-src") | |
| set(STAMP_FILE "${UI_BINARY_DIR}/.ui-stamp") | |
| set(UI_CPP "${UI_BINARY_DIR}/ui.cpp") | |
| set(UI_H "${UI_BINARY_DIR}/ui.h") | |
| function(npm_build_should_skip out_var) | |
| set(${out_var} FALSE PARENT_SCOPE) | |
| if(NOT EXISTS "${DIST_DIR}/index.html") | |
| return() | |
| endif() | |
| if(EXISTS "${STAMP_FILE}") | |
| return() | |
| endif() | |
| if(NOT EXISTS "${UI_SOURCE_DIR}/sources.cmake") | |
| return() | |
| endif() | |
| include("${UI_SOURCE_DIR}/sources.cmake") | |
| set(globs "") | |
| foreach(g ${UI_SOURCE_GLOBS}) | |
| list(APPEND globs "${UI_SOURCE_DIR}/${g}") | |
| endforeach() | |
| file(GLOB_RECURSE sources ${globs}) | |
| foreach(f ${UI_SOURCE_FILES}) | |
| list(APPEND sources "${UI_SOURCE_DIR}/${f}") | |
| endforeach() | |
| file(TIMESTAMP "${DIST_DIR}/index.html" out_ts) | |
| foreach(s ${sources}) | |
| if(NOT EXISTS "${s}") | |
| continue() | |
| endif() | |
| file(TIMESTAMP "${s}" s_ts) | |
| if(s_ts STRGREATER out_ts) | |
| return() | |
| endif() | |
| endforeach() | |
| set(${out_var} TRUE PARENT_SCOPE) | |
| endfunction() | |
| function(stage_sources) | |
| if(EXISTS "${WORK_DIR}") | |
| file(GLOB staged RELATIVE "${WORK_DIR}" "${WORK_DIR}/*") | |
| list(REMOVE_ITEM staged "node_modules") | |
| foreach(entry ${staged}) | |
| file(REMOVE_RECURSE "${WORK_DIR}/${entry}") | |
| endforeach() | |
| endif() | |
| file(COPY "${UI_SOURCE_DIR}/" | |
| DESTINATION "${WORK_DIR}" | |
| NO_SOURCE_PERMISSIONS | |
| PATTERN "node_modules" EXCLUDE | |
| ) | |
| endfunction() | |
| function(npm_build out_var) | |
| set(${out_var} FALSE PARENT_SCOPE) | |
| if(NOT EXISTS "${UI_SOURCE_DIR}/package.json") | |
| message(STATUS "UI: ${UI_SOURCE_DIR}/package.json not found, skipping npm") | |
| return() | |
| endif() | |
| npm_build_should_skip(skip) | |
| if(skip) | |
| message(STATUS "UI: npm output up-to-date, skipping build") | |
| set(${out_var} TRUE PARENT_SCOPE) | |
| return() | |
| endif() | |
| if(CMAKE_HOST_WIN32) | |
| find_program(NPM_EXECUTABLE NAMES npm.cmd npm.bat npm) | |
| else() | |
| find_program(NPM_EXECUTABLE npm) | |
| endif() | |
| if(NOT NPM_EXECUTABLE) | |
| message(STATUS "UI: npm not found, skipping npm build") | |
| return() | |
| endif() | |
| stage_sources() | |
| # npm writes node_modules/.package-lock.json on every successful install, | |
| # so a package-lock.json newer than this marker means node_modules is stale | |
| set(NPM_MARKER "${WORK_DIR}/node_modules/.package-lock.json") | |
| set(need_install FALSE) | |
| if(NOT EXISTS "${NPM_MARKER}") | |
| set(need_install TRUE) | |
| else() | |
| file(TIMESTAMP "${WORK_DIR}/package-lock.json" lock_ts) | |
| file(TIMESTAMP "${NPM_MARKER}" marker_ts) | |
| if(lock_ts STRGREATER marker_ts) | |
| set(need_install TRUE) | |
| endif() | |
| endif() | |
| if(need_install) | |
| message(STATUS "UI: running npm install") | |
| execute_process( | |
| COMMAND ${NPM_EXECUTABLE} install | |
| WORKING_DIRECTORY "${WORK_DIR}" | |
| RESULT_VARIABLE rc | |
| ERROR_VARIABLE err | |
| ) | |
| if(NOT rc EQUAL 0) | |
| message(STATUS "UI: npm install failed (${rc})") | |
| message(STATUS " stderr: ${err}") | |
| return() | |
| endif() | |
| endif() | |
| file(MAKE_DIRECTORY "${DIST_DIR}") | |
| message(STATUS "UI: running npm run build, output -> ${DIST_DIR}") | |
| execute_process( | |
| COMMAND ${CMAKE_COMMAND} -E env "LLAMA_UI_OUT_DIR=${DIST_DIR}" "LLAMA_UI_VERSION=${HF_VERSION}" "LLAMA_BUILD_NUMBER=${LLAMA_BUILD_NUMBER}" | |
| ${NPM_EXECUTABLE} run build | |
| WORKING_DIRECTORY "${WORK_DIR}" | |
| RESULT_VARIABLE rc | |
| ERROR_VARIABLE err | |
| ) | |
| if(NOT rc EQUAL 0) | |
| message(STATUS "UI: npm run build failed (${rc})") | |
| message(STATUS " stderr: ${err}") | |
| return() | |
| endif() | |
| if(NOT EXISTS "${DIST_DIR}/index.html") | |
| message(STATUS "UI: npm build finished but assets missing in ${DIST_DIR}") | |
| return() | |
| endif() | |
| message(STATUS "UI: npm build succeeded") | |
| file(REMOVE "${STAMP_FILE}") | |
| set(${out_var} TRUE PARENT_SCOPE) | |
| endfunction() | |
| function(resolve_version out_var) | |
| if(NOT "${HF_VERSION}" STREQUAL "") | |
| set(${out_var} "${HF_VERSION}" PARENT_SCOPE) | |
| return() | |
| endif() | |
| if(EXISTS "${LLAMA_SOURCE_DIR}/cmake/build-info.cmake") | |
| include("${LLAMA_SOURCE_DIR}/cmake/build-info.cmake") | |
| if(NOT "${BUILD_NUMBER}" STREQUAL "" AND NOT BUILD_NUMBER EQUAL 0) | |
| set(${out_var} "b${BUILD_NUMBER}" PARENT_SCOPE) | |
| return() | |
| endif() | |
| endif() | |
| set(${out_var} "" PARENT_SCOPE) | |
| endfunction() | |
| function(hf_download version out_var out_resolved) | |
| set(${out_var} FALSE PARENT_SCOPE) | |
| set(${out_resolved} "" PARENT_SCOPE) | |
| set(archive "${UI_BINARY_DIR}/dist.tar.gz") | |
| set(candidates "") | |
| if(NOT "${version}" STREQUAL "") | |
| list(APPEND candidates "${version}") | |
| endif() | |
| list(APPEND candidates "latest") | |
| foreach(resolved ${candidates}) | |
| set(base "https://huggingface.co/buckets/${HF_BUCKET}/resolve/${resolved}") | |
| message(STATUS "UI: downloading from ${resolved}: ${base}/dist.tar.gz") | |
| file(DOWNLOAD "${base}/dist.tar.gz?download=true" "${archive}" | |
| STATUS status TIMEOUT 300 | |
| ) | |
| list(GET status 0 rc) | |
| if(NOT rc EQUAL 0) | |
| list(GET status 1 errmsg) | |
| message(STATUS "UI: download dist.tar.gz from ${resolved} failed: ${errmsg}") | |
| continue() | |
| endif() | |
| file(DOWNLOAD "${base}/dist.tar.gz.sha256?download=true" "${archive}.sha256" | |
| STATUS status TIMEOUT 30 | |
| ) | |
| list(GET status 0 rc) | |
| if(NOT rc EQUAL 0) | |
| list(GET status 1 errmsg) | |
| message(STATUS "UI: download dist.tar.gz.sha256 from ${resolved} failed: ${errmsg}") | |
| continue() | |
| endif() | |
| # Validate sha256 checkums | |
| file(READ "${archive}.sha256" expected) | |
| string(REGEX MATCH "^[0-9a-fA-F]+" expected "${expected}") | |
| string(TOLOWER "${expected}" expected) | |
| file(SHA256 "${archive}" actual) | |
| if("${expected}" STREQUAL "" OR NOT "${actual}" STREQUAL "${expected}") | |
| message(STATUS "UI: checksum mismatch for dist.tar.gz from ${resolved}") | |
| continue() | |
| endif() | |
| # Clear DIST_DIR to remove stale files first | |
| file(REMOVE_RECURSE "${DIST_DIR}") | |
| file(ARCHIVE_EXTRACT INPUT "${archive}" DESTINATION "${DIST_DIR}") | |
| if(NOT EXISTS "${DIST_DIR}/index.html") | |
| message(STATUS "UI: archive from ${resolved} is missing required assets") | |
| continue() | |
| endif() | |
| message(STATUS "UI: archive verified and extracted") | |
| set(${out_var} TRUE PARENT_SCOPE) | |
| set(${out_resolved} "${resolved}" PARENT_SCOPE) | |
| return() | |
| endforeach() | |
| endfunction() | |
| function(emit_files dist_dir) | |
| # If gzip is requested, compress every asset into a parallel _gzip/ tree | |
| # the structure stays the same; for ex: /abc/def --> /_gzip/abc/def | |
| # embed.cpp will check for _gzip and will pick it up | |
| if(LLAMA_UI_GZIP AND EXISTS "${dist_dir}/index.html") | |
| find_program(GZIP_EXECUTABLE gzip) | |
| if(NOT GZIP_EXECUTABLE) | |
| message(WARNING "UI: LLAMA_UI_GZIP requested but gzip not found, embedding uncompressed") | |
| else() | |
| set(gzip_dir "${dist_dir}/_gzip") | |
| file(REMOVE_RECURSE "${gzip_dir}") | |
| file(GLOB_RECURSE all_files RELATIVE "${dist_dir}" "${dist_dir}/*") | |
| foreach(f ${all_files}) | |
| get_filename_component(dst_dir "${gzip_dir}/${f}" DIRECTORY) | |
| file(MAKE_DIRECTORY "${dst_dir}") | |
| execute_process( | |
| COMMAND "${GZIP_EXECUTABLE}" -c "${dist_dir}/${f}" | |
| OUTPUT_FILE "${gzip_dir}/${f}" | |
| RESULT_VARIABLE gz_rc | |
| ) | |
| if(NOT gz_rc EQUAL 0) | |
| message(FATAL_ERROR "UI: gzip failed for ${f}") | |
| endif() | |
| endforeach() | |
| message(STATUS "UI: gzip compression applied (${gzip_dir})") | |
| endif() | |
| endif() | |
| set(args "${UI_CPP}" "${UI_H}") | |
| if(EXISTS "${dist_dir}/index.html") | |
| list(APPEND args "${dist_dir}") | |
| endif() | |
| execute_process( | |
| COMMAND "${LLAMA_UI_EMBED}" ${args} | |
| RESULT_VARIABLE rc | |
| ) | |
| if(NOT rc EQUAL 0) | |
| message(FATAL_ERROR "UI: llama-ui-embed failed (${rc})") | |
| endif() | |
| endfunction() | |
| # --------------------------------------------------------------------------- | |
| # 1. Priority 1: pre-built assets supplied in tools/ui/dist | |
| # --------------------------------------------------------------------------- | |
| if(EXISTS "${SRC_DIST_DIR}/index.html") | |
| message(STATUS "UI: using pre-built assets from ${SRC_DIST_DIR}") | |
| emit_files("${SRC_DIST_DIR}") | |
| return() | |
| endif() | |
| # --------------------------------------------------------------------------- | |
| # 2. Priority 2: npm build (if BUILD_UI=ON) | |
| # --------------------------------------------------------------------------- | |
| set(provisioned FALSE) | |
| if(BUILD_UI) | |
| # Resolve version from git build-info if not explicitly set | |
| resolve_version(HF_VERSION) | |
| npm_build(NPM_OK) | |
| if(NPM_OK) | |
| set(provisioned TRUE) | |
| endif() | |
| endif() | |
| # --------------------------------------------------------------------------- | |
| # 3. Priority 3: HF Bucket download (if npm did not produce assets and HF_ENABLED=ON) | |
| # --------------------------------------------------------------------------- | |
| if(NOT provisioned AND HF_ENABLED) | |
| resolve_version(VERSION) | |
| set(stamp_ok FALSE) | |
| if(EXISTS "${STAMP_FILE}" AND NOT "${VERSION}" STREQUAL "") | |
| file(READ "${STAMP_FILE}" stamped) | |
| string(STRIP "${stamped}" stamped) | |
| if("${stamped}" STREQUAL "${VERSION}") | |
| set(stamp_ok TRUE) | |
| endif() | |
| endif() | |
| set(have_assets FALSE) | |
| if(EXISTS "${DIST_DIR}/index.html") | |
| set(have_assets TRUE) | |
| endif() | |
| if(stamp_ok AND have_assets) | |
| message(STATUS "UI: HF stamp '${stamped}' matches version, skipping HF fetch") | |
| set(provisioned TRUE) | |
| else() | |
| hf_download("${VERSION}" HF_OK HF_RESOLVED) | |
| if(HF_OK) | |
| file(WRITE "${STAMP_FILE}" "${HF_RESOLVED}") | |
| message(STATUS "UI: HF download succeeded, stamp updated (${HF_RESOLVED})") | |
| set(provisioned TRUE) | |
| else() | |
| message(STATUS "UI: HF download failed") | |
| endif() | |
| endif() | |
| endif() | |
| # --------------------------------------------------------------------------- | |
| # 4. Fallback: warn about stale or missing assets, then emit whatever we have | |
| # --------------------------------------------------------------------------- | |
| if(NOT provisioned) | |
| if(EXISTS "${DIST_DIR}/index.html") | |
| message(WARNING "UI: provisioning failed; embedding stale assets from ${DIST_DIR}") | |
| else() | |
| message(WARNING "UI: no assets available - building without an embedded UI. " | |
| "In a disconnected environment, download the pre-built UI " | |
| "from a llama.cpp release at " | |
| "https://github.com/ggml-org/llama.cpp/releases and " | |
| "extract to tools/ui/dist.") | |
| endif() | |
| endif() | |
| emit_files("${DIST_DIR}") | |