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
| void test_python_dict_parser(testing &t) { | |
| // Test parsing a simple Python dict object with single quotes | |
| t.test("simple Python dict object parsing", [](testing &t) { | |
| auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.python_value(); }); | |
| std::string input = "{'name': 'test', 'value': 42, 'flag': True}"; | |
| common_peg_parse_context ctx(input); | |
| auto result = parser.parse(ctx); | |
| t.assert_equal("result_is_success", true, result.success()); | |
| t.assert_equal("result_end", input.size(), result.end); | |
| }); | |
| // Test parsing a Python array with mixed types | |
| t.test("Python array with mixed types", [](testing &t) { | |
| auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.python_value(); }); | |
| std::string input = "[1, 'hello', True, None, 3.14]"; | |
| common_peg_parse_context ctx(input); | |
| auto result = parser.parse(ctx); | |
| t.assert_equal("result_is_success", true, result.success()); | |
| t.assert_equal("result_end", input.size(), result.end); | |
| }); | |
| // Test parsing nested Python dict with objects and arrays | |
| t.test("nested Python dict with objects and arrays", [](testing &t) { | |
| auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.python_value(); }); | |
| std::string input = | |
| "{'users': [{'id': 1, 'name': 'Alice'}, {'id': 2, 'name': 'Bob'}], 'count': 2, 'metadata': {'version': '1.0', 'tags': ['admin', 'user']}}"; | |
| common_peg_parse_context ctx(input); | |
| auto result = parser.parse(ctx); | |
| t.assert_equal("result_is_success", true, result.success()); | |
| t.assert_equal("result_end", input.size(), result.end); | |
| }); | |
| // Test parsing Python dict with escaped single quotes | |
| t.test("Python dict with escaped single quotes", [](testing &t) { | |
| auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.python_value(); }); | |
| std::string input = "{'message': 'It\\'s working!'}"; | |
| common_peg_parse_context ctx(input); | |
| auto result = parser.parse(ctx); | |
| t.assert_equal("result_is_success", true, result.success()); | |
| t.assert_equal("result_end", input.size(), result.end); | |
| }); | |
| // Test parsing Python dict with double quotes inside single quotes | |
| t.test("Python dict with double quotes inside single quotes", [](testing &t) { | |
| auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.python_value(); }); | |
| std::string input = "{'quote': 'He said \"Hello\"'}"; | |
| common_peg_parse_context ctx(input); | |
| auto result = parser.parse(ctx); | |
| t.assert_equal("result_is_success", true, result.success()); | |
| t.assert_equal("result_end", input.size(), result.end); | |
| }); | |
| // Test the example from the requirements | |
| t.test("complex Python dict example from requirements", [](testing &t) { | |
| auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.python_value(); }); | |
| std::string input = "{ 'obj' : { 'something': 1, 'other \"something\"' : 'foo\\'s bar' } }"; | |
| common_peg_parse_context ctx(input); | |
| auto result = parser.parse(ctx); | |
| t.assert_equal("result_is_success", true, result.success()); | |
| t.assert_equal("result_end", input.size(), result.end); | |
| }); | |
| // Test need_more_input() parsing - incomplete object | |
| t.test("need_more_input() parsing - incomplete object", [](testing &t) { | |
| auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.python_value(); }); | |
| std::string input = "{'name': 'test', 'value': "; | |
| common_peg_parse_context ctx(input, COMMON_PEG_PARSE_FLAG_LENIENT); | |
| auto result = parser.parse(ctx); | |
| t.assert_equal("result_is_need_more_input", true, result.need_more_input()); | |
| }); | |
| // Test need_more_input() parsing - incomplete single-quoted string | |
| t.test("need_more_input() parsing - incomplete single-quoted string", [](testing &t) { | |
| auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.python_value(); }); | |
| std::string input = "{'name': 'test"; | |
| common_peg_parse_context ctx(input, COMMON_PEG_PARSE_FLAG_LENIENT); | |
| auto result = parser.parse(ctx); | |
| t.assert_equal("result_is_need_more_input", true, result.need_more_input()); | |
| }); | |
| // Test unicode in Python dict strings | |
| t.test("unicode in Python dict strings", [](testing &t) { | |
| auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.python_value(); }); | |
| std::string input = "{'message': 'Hello, 世界!'}"; | |
| common_peg_parse_context ctx(input); | |
| auto result = parser.parse(ctx); | |
| t.assert_equal("result_is_success", true, result.success()); | |
| t.assert_equal("result_end", input.size(), result.end); | |
| }); | |
| // Test Python dict with unicode escapes | |
| t.test("Python dict with unicode escapes", [](testing &t) { | |
| auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.python_value(); }); | |
| std::string input = "{'unicode': 'Hello\\u0041'}"; | |
| common_peg_parse_context ctx(input); | |
| auto result = parser.parse(ctx); | |
| t.assert_equal("result_is_success", true, result.success()); | |
| t.assert_equal("result_end", input.size(), result.end); | |
| }); | |
| // Test that Python parser accepts double-quoted strings too | |
| t.test("Python parser accepts double-quoted strings", [](testing &t) { | |
| auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.python_value(); }); | |
| std::string input = "{\"name\": \"test\"}"; | |
| common_peg_parse_context ctx(input); | |
| auto result = parser.parse(ctx); | |
| t.assert_equal("result_is_success", true, result.success()); | |
| t.assert_equal("result_end", input.size(), result.end); | |
| }); | |
| // Test Python parser with mixed quote styles | |
| t.test("Python parser with mixed quote styles", [](testing &t) { | |
| auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.python_value(); }); | |
| std::string input = "{\"name\": 'test', 'value': \"hello\"}"; | |
| common_peg_parse_context ctx(input); | |
| auto result = parser.parse(ctx); | |
| t.assert_equal("result_is_success", true, result.success()); | |
| t.assert_equal("result_end", input.size(), result.end); | |
| }); | |
| // Test Python True/False/None | |
| t.test("Python True/False/None", [](testing &t) { | |
| auto parser = build_peg_parser([](common_peg_parser_builder & p) { return p.python_value(); }); | |
| t.test("True", [&](testing &t) { | |
| std::string input = "True"; | |
| common_peg_parse_context ctx(input); | |
| auto result = parser.parse(ctx); | |
| t.assert_true("success", result.success()); | |
| t.assert_equal("end", input.size(), result.end); | |
| }); | |
| t.test("False", [&](testing &t) { | |
| std::string input = "False"; | |
| common_peg_parse_context ctx(input); | |
| auto result = parser.parse(ctx); | |
| t.assert_true("success", result.success()); | |
| t.assert_equal("end", input.size(), result.end); | |
| }); | |
| t.test("None", [&](testing &t) { | |
| std::string input = "None"; | |
| common_peg_parse_context ctx(input); | |
| auto result = parser.parse(ctx); | |
| t.assert_true("success", result.success()); | |
| t.assert_equal("end", input.size(), result.end); | |
| }); | |
| t.test("rejects JSON-style true/false/null", [&](testing &t) { | |
| for (const auto & kw : {"true", "false", "null"}) { | |
| std::string input = kw; | |
| common_peg_parse_context ctx(input); | |
| auto result = parser.parse(ctx); | |
| t.assert_true(std::string("rejects ") + kw, result.fail()); | |
| } | |
| }); | |
| }); | |
| // Test single-quoted string content parser directly | |
| t.test("single-quoted string content parser", [](testing &t) { | |
| auto parser = build_peg_parser([](common_peg_parser_builder & p) { | |
| return p.sequence({ p.literal("'"), p.string_content('\''), p.literal("'"), p.space() }); | |
| }); | |
| t.test("simple string", [&](testing &t) { | |
| std::string input = "'hello'"; | |
| common_peg_parse_context ctx(input); | |
| auto result = parser.parse(ctx); | |
| t.assert_true("success", result.success()); | |
| t.assert_equal("end", input.size(), result.end); | |
| }); | |
| t.test("string with escaped single quote", [&](testing &t) { | |
| std::string input = "'it\\'s'"; | |
| common_peg_parse_context ctx(input); | |
| auto result = parser.parse(ctx); | |
| t.assert_true("success", result.success()); | |
| t.assert_equal("end", input.size(), result.end); | |
| }); | |
| t.test("string with double quotes", [&](testing &t) { | |
| std::string input = "'say \"hello\"'"; | |
| common_peg_parse_context ctx(input); | |
| auto result = parser.parse(ctx); | |
| t.assert_true("success", result.success()); | |
| t.assert_equal("end", input.size(), result.end); | |
| }); | |
| t.test("incomplete string", [&](testing &t) { | |
| std::string input = "'hello"; | |
| common_peg_parse_context ctx(input, COMMON_PEG_PARSE_FLAG_LENIENT); | |
| auto result = parser.parse(ctx); | |
| t.assert_true("need_more_input", result.need_more_input()); | |
| }); | |
| }); | |
| // Test json() with pre-registered flexible json-string rule (python dict support) | |
| t.test("json() parser with flexible json-string rule", [](testing &t) { | |
| t.test("json() rejects single quotes by default", [&](testing &t) { | |
| auto parser = build_peg_parser([](common_peg_parser_builder & p) { | |
| return p.json(); | |
| }); | |
| std::string input = "{'name': 'test'}"; | |
| common_peg_parse_context ctx(input); | |
| auto result = parser.parse(ctx); | |
| t.assert_true("fail", result.fail()); | |
| }); | |
| t.test("json() accepts single quotes with pre-registered flexible json-string rule", [&](testing &t) { | |
| auto parser = build_peg_parser([](common_peg_parser_builder & p) { | |
| // Pre-register json-string rule with both quote styles | |
| p.rule("json-string", [&]() { | |
| return p.choice({ p.double_quoted_string(), p.single_quoted_string() }); | |
| }); | |
| return p.json(); | |
| }); | |
| std::string input = "{'name': 'test'}"; | |
| common_peg_parse_context ctx(input); | |
| auto result = parser.parse(ctx); | |
| t.assert_true("success", result.success()); | |
| t.assert_equal("end", input.size(), result.end); | |
| }); | |
| t.test("json() still accepts double quotes with flexible json-string rule", [&](testing &t) { | |
| auto parser = build_peg_parser([](common_peg_parser_builder & p) { | |
| p.rule("json-string", [&]() { | |
| return p.choice({ p.double_quoted_string(), p.single_quoted_string() }); | |
| }); | |
| return p.json(); | |
| }); | |
| std::string input = "{\"name\": \"test\"}"; | |
| common_peg_parse_context ctx(input); | |
| auto result = parser.parse(ctx); | |
| t.assert_true("success", result.success()); | |
| t.assert_equal("end", input.size(), result.end); | |
| }); | |
| t.test("json() accepts mixed quote styles with flexible json-string rule", [&](testing &t) { | |
| auto parser = build_peg_parser([](common_peg_parser_builder & p) { | |
| p.rule("json-string", [&]() { | |
| return p.choice({ p.double_quoted_string(), p.single_quoted_string() }); | |
| }); | |
| return p.json(); | |
| }); | |
| std::string input = "{\"name\": 'test', 'value': \"hello\"}"; | |
| common_peg_parse_context ctx(input); | |
| auto result = parser.parse(ctx); | |
| t.assert_true("success", result.success()); | |
| t.assert_equal("end", input.size(), result.end); | |
| }); | |
| t.test("complex nested structure with flexible json-string rule", [&](testing &t) { | |
| auto parser = build_peg_parser([](common_peg_parser_builder & p) { | |
| p.rule("json-string", [&]() { | |
| return p.choice({ p.double_quoted_string(), p.single_quoted_string() }); | |
| }); | |
| return p.json(); | |
| }); | |
| std::string input = "{ 'obj' : { 'something': 1, 'other \"something\"' : 'foo\\'s bar' } }"; | |
| common_peg_parse_context ctx(input); | |
| auto result = parser.parse(ctx); | |
| t.assert_true("success", result.success()); | |
| t.assert_equal("end", input.size(), result.end); | |
| }); | |
| }); | |
| } | |