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clean up runner code a little #532
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runner/run.cpp
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} | ||
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// ---------------------------------------------------------------------------- | ||
// CLI, include only if not testing | ||
#ifndef TESTING | ||
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void error_usage() { | ||
fprintf(stderr, "Usage: run <checkpoint> [options]\n"); | ||
fprintf(stderr, "Example: run model.bin -n 256 -i \"Once upon a time\"\n"); | ||
fprintf(stderr, "Usage: run <checkpoint_path> [options]\n"); |
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Let's not call it checkpoint because checkpoint means something else in the rest of the distro. So when we say checkpoint in docs it becomes confusing.
Maybe model_path? Model is also pretty generic so if you come up with something clearer that'd be rad.
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Please update docs as appropriate!
case 2: | ||
return ModelType::llama2; | ||
break; | ||
case 3: | ||
return ModelType::llama3; | ||
break; | ||
default: | ||
return ModelType::unknown; |
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Break after return is superfluous, isn't it?
case 2: | |
return ModelType::llama2; | |
break; | |
case 3: | |
return ModelType::llama3; | |
break; | |
default: | |
return ModelType::unknown; | |
case 2: | |
return ModelType::llama2; | |
case 3: | |
return ModelType::llama3; | |
default: | |
return ModelType::unknown; |
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It is, but I intentionally add break statements after blocks in case they are edited in future to no longer return. It's to similar to why I always write:
if (condition) {
do_one_line();
}
instead of:
if (condition)
do_one_line();
Happy to change it, though.
runner/run.cpp
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ModelType model_type) { | ||
std::vector<uint64_t> prompt_tokens; | ||
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int pos = 0; |
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Is there a situation when pos can be negative?
int pos = 0; | |
unsigned pos = 0; |
runner/run.cpp
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Sampler* sampler, | ||
const char* cli_user_prompt, | ||
const char* cli_system_prompt, | ||
int steps, |
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Steps is a positive number, isn't it?
int steps, | |
unsigned steps, |
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void chat( | ||
Transformer* transformer, | ||
Tokenizer* tokenizer, |
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One does not mutate a tokenizer state, does it?
Tokenizer* tokenizer, | |
const Tokenizer* tokenizer, |
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Many methods in tokenizer are not defined const (e.g., encode) so this does not compile. We could go through and clean up the tokenizer classes, but I want to keep this contained to run.cpp for now.
runner/run.cpp
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char* checkpoint_path = NULL; | ||
char* tokenizer_path = NULL; |
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C++y your code a bit (NULL is not defined by C++ standard afaik)
char* checkpoint_path = NULL; | |
char* tokenizer_path = NULL; | |
char* checkpoint_path = nullptr; | |
char* tokenizer_path = nullptr; |
Tokenizer* tokenizer = | ||
build_tokenizer(tokenizer_path, model_type, vocab_size); |
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Nit (again, if this is C++ code, why not use auto?
Tokenizer* tokenizer = | |
build_tokenizer(tokenizer_path, model_type, vocab_size); | |
auto tokenizer = build_tokenizer(tokenizer_path, model_type, vocab_size); |
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@mikekgfb are you OK with using auto, std::unique_ptr, and other modern c++ features in run.cpp. Originally the code started out as C, but the linked runner and now the linked tokenizers are not C, so I'm not sure what standard we're trying to target.
@@ -353,6 +359,32 @@ int sample(Sampler* sampler, float* logits) { | |||
return next; | |||
} | |||
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Tokenizer* build_tokenizer( |
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Raw pointers are so C/C++03, please use managed pointers
Tokenizer* build_tokenizer( | |
std::unique_ptr<Tokenizer> build_tokenizer( |
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I wasn’t sure what C++ standard to target because originally the code was in C. @mikekgfb are you OK with using unique_ptr.
void free_tokenizer(Tokenizer* tokenizer) { | ||
delete tokenizer; | ||
} |
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If one to use managed pointers, one should never worry about deleting objects
void free_tokenizer(Tokenizer* tokenizer) { | |
delete tokenizer; | |
} |
runner/run.cpp
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fprintf(stderr, "No tokenizer defined for model type %d", model_type); | ||
exit(EXIT_FAILURE); |
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Calling exit
from anything but main and parse_args is mauvais ton. Please raise an exception and then if you wish catch it in main
fprintf(stderr, "No tokenizer defined for model type %d", model_type); | |
exit(EXIT_FAILURE); | |
raise std::runtime_error("No tokenizer defined for model type" + std::to_string(model_type)); |
* make --device fast the default * Update iOS.md (#517) * Update iOS.md * Update iOS.md * Pip to pip3 (#504) * remove macos-12 test * pip to pip3 * break aoti CI jobs separately (#500) * init * fixes * more fixes * fixes * fix * fix * bug fix * add objcopy update * suppress int8 * undefined variable --------- Co-authored-by: Michael Gschwind <[email protected]> * Support llama3 in chat in run.cpp (#486) * refactor chat runner in preparation for llama3 * add sketch for llama3 prompt template and move to returning tokens * fix tiktoken * fixes to chat * add default llama_ver * Add tests for quantize json, add cuda device specification and precision to cuda.json (#519) * remove code for no KV Cache path (#527) * Update ADVANCED-USERS.md (#529) Update Advanced Users description to reflect changes in the repo since the description was initially created. * runner-aoti on cuda (#531) * runner-aoti on cuda * transfer results back to CPU * transfer results back to CPU * runner-aoti on cuda * Update runner_build.md (#530) Update description of runner and build process in runner_build.md * clean up runner code a little (#532) * clean up runner code a little * update * update * pull out generate loop in chat * updates * edit docs * typo * move int8 linear class and function into qops.py (#534) * add dtype tests for runner-aoti + runner-et (#539) * add dtype tests for runner-aoti + runner-et * typo * Quantized embedding (#536) * move int8 linear class and function into qops.py * move Quantized Embedding to qops.py * Move Linear int4 to qops (#537) * move int8 linear class and function into qops.py * move Quantized Embedding to qops.py * move int4 linear to qops * Revert "add dtype tests for runner-aoti + runner-et (#539)" (#548) This reverts commit a7a2457. * fix generate for llama3 (#538) * fix generate for llama3 * switch more things to C * remove C++ header * add delegation visualization instructions (#551) * Add dtype runner aoti (#552) * add dtype tests for runner-aoti + runner-et * typo * add dtype test runner-aoti * test sdpa with fp16 (#553) * test sdpa with fp16 * kv cache fp32 * typo * update (#560) * Only support newest versions of lm-eval (#556) Summary: remove support for lm-eval 0.3 to reduce the options we have Test Plan: CI Reviewers: Subscribers: Tasks: Tags: * split cpu eval CI by dtype (#554) * split cpu eval CI by dtype * fix * differentiate names with checks * keep one name the same as old * fix * Removing duplicate HF issue message from README (#559) Co-authored-by: Michael Gschwind <[email protected]> * doc updates (#567) * Add VM-safe MPS check --------- Co-authored-by: Anthony Shoumikhin <[email protected]> Co-authored-by: metascroy <[email protected]> Co-authored-by: Nikita Shulga <[email protected]> Co-authored-by: lucylq <[email protected]> Co-authored-by: Jerry Zhang <[email protected]> Co-authored-by: Jack-Khuu <[email protected]>
* code beautification * code beautification, move functions together * make --device fast the default (#515) * make --device fast the default * Update iOS.md (#517) * Update iOS.md * Update iOS.md * Pip to pip3 (#504) * remove macos-12 test * pip to pip3 * break aoti CI jobs separately (#500) * init * fixes * more fixes * fixes * fix * fix * bug fix * add objcopy update * suppress int8 * undefined variable --------- Co-authored-by: Michael Gschwind <[email protected]> * Support llama3 in chat in run.cpp (#486) * refactor chat runner in preparation for llama3 * add sketch for llama3 prompt template and move to returning tokens * fix tiktoken * fixes to chat * add default llama_ver * Add tests for quantize json, add cuda device specification and precision to cuda.json (#519) * remove code for no KV Cache path (#527) * Update ADVANCED-USERS.md (#529) Update Advanced Users description to reflect changes in the repo since the description was initially created. * runner-aoti on cuda (#531) * runner-aoti on cuda * transfer results back to CPU * transfer results back to CPU * runner-aoti on cuda * Update runner_build.md (#530) Update description of runner and build process in runner_build.md * clean up runner code a little (#532) * clean up runner code a little * update * update * pull out generate loop in chat * updates * edit docs * typo * move int8 linear class and function into qops.py (#534) * add dtype tests for runner-aoti + runner-et (#539) * add dtype tests for runner-aoti + runner-et * typo * Quantized embedding (#536) * move int8 linear class and function into qops.py * move Quantized Embedding to qops.py * Move Linear int4 to qops (#537) * move int8 linear class and function into qops.py * move Quantized Embedding to qops.py * move int4 linear to qops * Revert "add dtype tests for runner-aoti + runner-et (#539)" (#548) This reverts commit a7a2457. * fix generate for llama3 (#538) * fix generate for llama3 * switch more things to C * remove C++ header * add delegation visualization instructions (#551) * Add dtype runner aoti (#552) * add dtype tests for runner-aoti + runner-et * typo * add dtype test runner-aoti * test sdpa with fp16 (#553) * test sdpa with fp16 * kv cache fp32 * typo * update (#560) * Only support newest versions of lm-eval (#556) Summary: remove support for lm-eval 0.3 to reduce the options we have Test Plan: CI Reviewers: Subscribers: Tasks: Tags: * split cpu eval CI by dtype (#554) * split cpu eval CI by dtype * fix * differentiate names with checks * keep one name the same as old * fix * Removing duplicate HF issue message from README (#559) Co-authored-by: Michael Gschwind <[email protected]> * doc updates (#567) * Add VM-safe MPS check --------- Co-authored-by: Anthony Shoumikhin <[email protected]> Co-authored-by: metascroy <[email protected]> Co-authored-by: Nikita Shulga <[email protected]> Co-authored-by: lucylq <[email protected]> Co-authored-by: Jerry Zhang <[email protected]> Co-authored-by: Jack-Khuu <[email protected]> * add unpacking support (#525) * add unpacking support * fix typos and linter * perform parallel prefill when possible (#568) * perform parallel prefill when possible * typo * disable hack * remove print * remove debug messages which prevent export * fixes * stream results in generate.py (#571) * remove logging interfering with export --------- Co-authored-by: Anthony Shoumikhin <[email protected]> Co-authored-by: metascroy <[email protected]> Co-authored-by: Nikita Shulga <[email protected]> Co-authored-by: lucylq <[email protected]> Co-authored-by: Jerry Zhang <[email protected]> Co-authored-by: Jack-Khuu <[email protected]>
* clean up runner code a little * update * update * pull out generate loop in chat * updates * edit docs * typo
* make --device fast the default * Update iOS.md (#517) * Update iOS.md * Update iOS.md * Pip to pip3 (#504) * remove macos-12 test * pip to pip3 * break aoti CI jobs separately (#500) * init * fixes * more fixes * fixes * fix * fix * bug fix * add objcopy update * suppress int8 * undefined variable --------- Co-authored-by: Michael Gschwind <[email protected]> * Support llama3 in chat in run.cpp (#486) * refactor chat runner in preparation for llama3 * add sketch for llama3 prompt template and move to returning tokens * fix tiktoken * fixes to chat * add default llama_ver * Add tests for quantize json, add cuda device specification and precision to cuda.json (#519) * remove code for no KV Cache path (#527) * Update ADVANCED-USERS.md (#529) Update Advanced Users description to reflect changes in the repo since the description was initially created. * runner-aoti on cuda (#531) * runner-aoti on cuda * transfer results back to CPU * transfer results back to CPU * runner-aoti on cuda * Update runner_build.md (#530) Update description of runner and build process in runner_build.md * clean up runner code a little (#532) * clean up runner code a little * update * update * pull out generate loop in chat * updates * edit docs * typo * move int8 linear class and function into qops.py (#534) * add dtype tests for runner-aoti + runner-et (#539) * add dtype tests for runner-aoti + runner-et * typo * Quantized embedding (#536) * move int8 linear class and function into qops.py * move Quantized Embedding to qops.py * Move Linear int4 to qops (#537) * move int8 linear class and function into qops.py * move Quantized Embedding to qops.py * move int4 linear to qops * Revert "add dtype tests for runner-aoti + runner-et (#539)" (#548) This reverts commit a7a2457. * fix generate for llama3 (#538) * fix generate for llama3 * switch more things to C * remove C++ header * add delegation visualization instructions (#551) * Add dtype runner aoti (#552) * add dtype tests for runner-aoti + runner-et * typo * add dtype test runner-aoti * test sdpa with fp16 (#553) * test sdpa with fp16 * kv cache fp32 * typo * update (#560) * Only support newest versions of lm-eval (#556) Summary: remove support for lm-eval 0.3 to reduce the options we have Test Plan: CI Reviewers: Subscribers: Tasks: Tags: * split cpu eval CI by dtype (#554) * split cpu eval CI by dtype * fix * differentiate names with checks * keep one name the same as old * fix * Removing duplicate HF issue message from README (#559) Co-authored-by: Michael Gschwind <[email protected]> * doc updates (#567) * Add VM-safe MPS check --------- Co-authored-by: Anthony Shoumikhin <[email protected]> Co-authored-by: metascroy <[email protected]> Co-authored-by: Nikita Shulga <[email protected]> Co-authored-by: lucylq <[email protected]> Co-authored-by: Jerry Zhang <[email protected]> Co-authored-by: Jack-Khuu <[email protected]>
* code beautification * code beautification, move functions together * make --device fast the default (#515) * make --device fast the default * Update iOS.md (#517) * Update iOS.md * Update iOS.md * Pip to pip3 (#504) * remove macos-12 test * pip to pip3 * break aoti CI jobs separately (#500) * init * fixes * more fixes * fixes * fix * fix * bug fix * add objcopy update * suppress int8 * undefined variable --------- Co-authored-by: Michael Gschwind <[email protected]> * Support llama3 in chat in run.cpp (#486) * refactor chat runner in preparation for llama3 * add sketch for llama3 prompt template and move to returning tokens * fix tiktoken * fixes to chat * add default llama_ver * Add tests for quantize json, add cuda device specification and precision to cuda.json (#519) * remove code for no KV Cache path (#527) * Update ADVANCED-USERS.md (#529) Update Advanced Users description to reflect changes in the repo since the description was initially created. * runner-aoti on cuda (#531) * runner-aoti on cuda * transfer results back to CPU * transfer results back to CPU * runner-aoti on cuda * Update runner_build.md (#530) Update description of runner and build process in runner_build.md * clean up runner code a little (#532) * clean up runner code a little * update * update * pull out generate loop in chat * updates * edit docs * typo * move int8 linear class and function into qops.py (#534) * add dtype tests for runner-aoti + runner-et (#539) * add dtype tests for runner-aoti + runner-et * typo * Quantized embedding (#536) * move int8 linear class and function into qops.py * move Quantized Embedding to qops.py * Move Linear int4 to qops (#537) * move int8 linear class and function into qops.py * move Quantized Embedding to qops.py * move int4 linear to qops * Revert "add dtype tests for runner-aoti + runner-et (#539)" (#548) This reverts commit a7a2457. * fix generate for llama3 (#538) * fix generate for llama3 * switch more things to C * remove C++ header * add delegation visualization instructions (#551) * Add dtype runner aoti (#552) * add dtype tests for runner-aoti + runner-et * typo * add dtype test runner-aoti * test sdpa with fp16 (#553) * test sdpa with fp16 * kv cache fp32 * typo * update (#560) * Only support newest versions of lm-eval (#556) Summary: remove support for lm-eval 0.3 to reduce the options we have Test Plan: CI Reviewers: Subscribers: Tasks: Tags: * split cpu eval CI by dtype (#554) * split cpu eval CI by dtype * fix * differentiate names with checks * keep one name the same as old * fix * Removing duplicate HF issue message from README (#559) Co-authored-by: Michael Gschwind <[email protected]> * doc updates (#567) * Add VM-safe MPS check --------- Co-authored-by: Anthony Shoumikhin <[email protected]> Co-authored-by: metascroy <[email protected]> Co-authored-by: Nikita Shulga <[email protected]> Co-authored-by: lucylq <[email protected]> Co-authored-by: Jerry Zhang <[email protected]> Co-authored-by: Jack-Khuu <[email protected]> * add unpacking support (#525) * add unpacking support * fix typos and linter * perform parallel prefill when possible (#568) * perform parallel prefill when possible * typo * disable hack * remove print * remove debug messages which prevent export * fixes * stream results in generate.py (#571) * remove logging interfering with export --------- Co-authored-by: Anthony Shoumikhin <[email protected]> Co-authored-by: metascroy <[email protected]> Co-authored-by: Nikita Shulga <[email protected]> Co-authored-by: lucylq <[email protected]> Co-authored-by: Jerry Zhang <[email protected]> Co-authored-by: Jack-Khuu <[email protected]>
* clean up runner code a little * update * update * pull out generate loop in chat * updates * edit docs * typo
* make --device fast the default * Update iOS.md (#517) * Update iOS.md * Update iOS.md * Pip to pip3 (#504) * remove macos-12 test * pip to pip3 * break aoti CI jobs separately (#500) * init * fixes * more fixes * fixes * fix * fix * bug fix * add objcopy update * suppress int8 * undefined variable --------- Co-authored-by: Michael Gschwind <[email protected]> * Support llama3 in chat in run.cpp (#486) * refactor chat runner in preparation for llama3 * add sketch for llama3 prompt template and move to returning tokens * fix tiktoken * fixes to chat * add default llama_ver * Add tests for quantize json, add cuda device specification and precision to cuda.json (#519) * remove code for no KV Cache path (#527) * Update ADVANCED-USERS.md (#529) Update Advanced Users description to reflect changes in the repo since the description was initially created. * runner-aoti on cuda (#531) * runner-aoti on cuda * transfer results back to CPU * transfer results back to CPU * runner-aoti on cuda * Update runner_build.md (#530) Update description of runner and build process in runner_build.md * clean up runner code a little (#532) * clean up runner code a little * update * update * pull out generate loop in chat * updates * edit docs * typo * move int8 linear class and function into qops.py (#534) * add dtype tests for runner-aoti + runner-et (#539) * add dtype tests for runner-aoti + runner-et * typo * Quantized embedding (#536) * move int8 linear class and function into qops.py * move Quantized Embedding to qops.py * Move Linear int4 to qops (#537) * move int8 linear class and function into qops.py * move Quantized Embedding to qops.py * move int4 linear to qops * Revert "add dtype tests for runner-aoti + runner-et (#539)" (#548) This reverts commit a7a2457. * fix generate for llama3 (#538) * fix generate for llama3 * switch more things to C * remove C++ header * add delegation visualization instructions (#551) * Add dtype runner aoti (#552) * add dtype tests for runner-aoti + runner-et * typo * add dtype test runner-aoti * test sdpa with fp16 (#553) * test sdpa with fp16 * kv cache fp32 * typo * update (#560) * Only support newest versions of lm-eval (#556) Summary: remove support for lm-eval 0.3 to reduce the options we have Test Plan: CI Reviewers: Subscribers: Tasks: Tags: * split cpu eval CI by dtype (#554) * split cpu eval CI by dtype * fix * differentiate names with checks * keep one name the same as old * fix * Removing duplicate HF issue message from README (#559) Co-authored-by: Michael Gschwind <[email protected]> * doc updates (#567) * Add VM-safe MPS check --------- Co-authored-by: Anthony Shoumikhin <[email protected]> Co-authored-by: metascroy <[email protected]> Co-authored-by: Nikita Shulga <[email protected]> Co-authored-by: lucylq <[email protected]> Co-authored-by: Jerry Zhang <[email protected]> Co-authored-by: Jack-Khuu <[email protected]>
* code beautification * code beautification, move functions together * make --device fast the default (#515) * make --device fast the default * Update iOS.md (#517) * Update iOS.md * Update iOS.md * Pip to pip3 (#504) * remove macos-12 test * pip to pip3 * break aoti CI jobs separately (#500) * init * fixes * more fixes * fixes * fix * fix * bug fix * add objcopy update * suppress int8 * undefined variable --------- Co-authored-by: Michael Gschwind <[email protected]> * Support llama3 in chat in run.cpp (#486) * refactor chat runner in preparation for llama3 * add sketch for llama3 prompt template and move to returning tokens * fix tiktoken * fixes to chat * add default llama_ver * Add tests for quantize json, add cuda device specification and precision to cuda.json (#519) * remove code for no KV Cache path (#527) * Update ADVANCED-USERS.md (#529) Update Advanced Users description to reflect changes in the repo since the description was initially created. * runner-aoti on cuda (#531) * runner-aoti on cuda * transfer results back to CPU * transfer results back to CPU * runner-aoti on cuda * Update runner_build.md (#530) Update description of runner and build process in runner_build.md * clean up runner code a little (#532) * clean up runner code a little * update * update * pull out generate loop in chat * updates * edit docs * typo * move int8 linear class and function into qops.py (#534) * add dtype tests for runner-aoti + runner-et (#539) * add dtype tests for runner-aoti + runner-et * typo * Quantized embedding (#536) * move int8 linear class and function into qops.py * move Quantized Embedding to qops.py * Move Linear int4 to qops (#537) * move int8 linear class and function into qops.py * move Quantized Embedding to qops.py * move int4 linear to qops * Revert "add dtype tests for runner-aoti + runner-et (#539)" (#548) This reverts commit a7a2457. * fix generate for llama3 (#538) * fix generate for llama3 * switch more things to C * remove C++ header * add delegation visualization instructions (#551) * Add dtype runner aoti (#552) * add dtype tests for runner-aoti + runner-et * typo * add dtype test runner-aoti * test sdpa with fp16 (#553) * test sdpa with fp16 * kv cache fp32 * typo * update (#560) * Only support newest versions of lm-eval (#556) Summary: remove support for lm-eval 0.3 to reduce the options we have Test Plan: CI Reviewers: Subscribers: Tasks: Tags: * split cpu eval CI by dtype (#554) * split cpu eval CI by dtype * fix * differentiate names with checks * keep one name the same as old * fix * Removing duplicate HF issue message from README (#559) Co-authored-by: Michael Gschwind <[email protected]> * doc updates (#567) * Add VM-safe MPS check --------- Co-authored-by: Anthony Shoumikhin <[email protected]> Co-authored-by: metascroy <[email protected]> Co-authored-by: Nikita Shulga <[email protected]> Co-authored-by: lucylq <[email protected]> Co-authored-by: Jerry Zhang <[email protected]> Co-authored-by: Jack-Khuu <[email protected]> * add unpacking support (#525) * add unpacking support * fix typos and linter * perform parallel prefill when possible (#568) * perform parallel prefill when possible * typo * disable hack * remove print * remove debug messages which prevent export * fixes * stream results in generate.py (#571) * remove logging interfering with export --------- Co-authored-by: Anthony Shoumikhin <[email protected]> Co-authored-by: metascroy <[email protected]> Co-authored-by: Nikita Shulga <[email protected]> Co-authored-by: lucylq <[email protected]> Co-authored-by: Jerry Zhang <[email protected]> Co-authored-by: Jack-Khuu <[email protected]>
* clean up runner code a little * update * update * pull out generate loop in chat * updates * edit docs * typo
* make --device fast the default * Update iOS.md (#517) * Update iOS.md * Update iOS.md * Pip to pip3 (#504) * remove macos-12 test * pip to pip3 * break aoti CI jobs separately (#500) * init * fixes * more fixes * fixes * fix * fix * bug fix * add objcopy update * suppress int8 * undefined variable --------- Co-authored-by: Michael Gschwind <[email protected]> * Support llama3 in chat in run.cpp (#486) * refactor chat runner in preparation for llama3 * add sketch for llama3 prompt template and move to returning tokens * fix tiktoken * fixes to chat * add default llama_ver * Add tests for quantize json, add cuda device specification and precision to cuda.json (#519) * remove code for no KV Cache path (#527) * Update ADVANCED-USERS.md (#529) Update Advanced Users description to reflect changes in the repo since the description was initially created. * runner-aoti on cuda (#531) * runner-aoti on cuda * transfer results back to CPU * transfer results back to CPU * runner-aoti on cuda * Update runner_build.md (#530) Update description of runner and build process in runner_build.md * clean up runner code a little (#532) * clean up runner code a little * update * update * pull out generate loop in chat * updates * edit docs * typo * move int8 linear class and function into qops.py (#534) * add dtype tests for runner-aoti + runner-et (#539) * add dtype tests for runner-aoti + runner-et * typo * Quantized embedding (#536) * move int8 linear class and function into qops.py * move Quantized Embedding to qops.py * Move Linear int4 to qops (#537) * move int8 linear class and function into qops.py * move Quantized Embedding to qops.py * move int4 linear to qops * Revert "add dtype tests for runner-aoti + runner-et (#539)" (#548) This reverts commit a7a2457. * fix generate for llama3 (#538) * fix generate for llama3 * switch more things to C * remove C++ header * add delegation visualization instructions (#551) * Add dtype runner aoti (#552) * add dtype tests for runner-aoti + runner-et * typo * add dtype test runner-aoti * test sdpa with fp16 (#553) * test sdpa with fp16 * kv cache fp32 * typo * update (#560) * Only support newest versions of lm-eval (#556) Summary: remove support for lm-eval 0.3 to reduce the options we have Test Plan: CI Reviewers: Subscribers: Tasks: Tags: * split cpu eval CI by dtype (#554) * split cpu eval CI by dtype * fix * differentiate names with checks * keep one name the same as old * fix * Removing duplicate HF issue message from README (#559) Co-authored-by: Michael Gschwind <[email protected]> * doc updates (#567) * Add VM-safe MPS check --------- Co-authored-by: Anthony Shoumikhin <[email protected]> Co-authored-by: metascroy <[email protected]> Co-authored-by: Nikita Shulga <[email protected]> Co-authored-by: lucylq <[email protected]> Co-authored-by: Jerry Zhang <[email protected]> Co-authored-by: Jack-Khuu <[email protected]>
* code beautification * code beautification, move functions together * make --device fast the default (#515) * make --device fast the default * Update iOS.md (#517) * Update iOS.md * Update iOS.md * Pip to pip3 (#504) * remove macos-12 test * pip to pip3 * break aoti CI jobs separately (#500) * init * fixes * more fixes * fixes * fix * fix * bug fix * add objcopy update * suppress int8 * undefined variable --------- Co-authored-by: Michael Gschwind <[email protected]> * Support llama3 in chat in run.cpp (#486) * refactor chat runner in preparation for llama3 * add sketch for llama3 prompt template and move to returning tokens * fix tiktoken * fixes to chat * add default llama_ver * Add tests for quantize json, add cuda device specification and precision to cuda.json (#519) * remove code for no KV Cache path (#527) * Update ADVANCED-USERS.md (#529) Update Advanced Users description to reflect changes in the repo since the description was initially created. * runner-aoti on cuda (#531) * runner-aoti on cuda * transfer results back to CPU * transfer results back to CPU * runner-aoti on cuda * Update runner_build.md (#530) Update description of runner and build process in runner_build.md * clean up runner code a little (#532) * clean up runner code a little * update * update * pull out generate loop in chat * updates * edit docs * typo * move int8 linear class and function into qops.py (#534) * add dtype tests for runner-aoti + runner-et (#539) * add dtype tests for runner-aoti + runner-et * typo * Quantized embedding (#536) * move int8 linear class and function into qops.py * move Quantized Embedding to qops.py * Move Linear int4 to qops (#537) * move int8 linear class and function into qops.py * move Quantized Embedding to qops.py * move int4 linear to qops * Revert "add dtype tests for runner-aoti + runner-et (#539)" (#548) This reverts commit a7a2457. * fix generate for llama3 (#538) * fix generate for llama3 * switch more things to C * remove C++ header * add delegation visualization instructions (#551) * Add dtype runner aoti (#552) * add dtype tests for runner-aoti + runner-et * typo * add dtype test runner-aoti * test sdpa with fp16 (#553) * test sdpa with fp16 * kv cache fp32 * typo * update (#560) * Only support newest versions of lm-eval (#556) Summary: remove support for lm-eval 0.3 to reduce the options we have Test Plan: CI Reviewers: Subscribers: Tasks: Tags: * split cpu eval CI by dtype (#554) * split cpu eval CI by dtype * fix * differentiate names with checks * keep one name the same as old * fix * Removing duplicate HF issue message from README (#559) Co-authored-by: Michael Gschwind <[email protected]> * doc updates (#567) * Add VM-safe MPS check --------- Co-authored-by: Anthony Shoumikhin <[email protected]> Co-authored-by: metascroy <[email protected]> Co-authored-by: Nikita Shulga <[email protected]> Co-authored-by: lucylq <[email protected]> Co-authored-by: Jerry Zhang <[email protected]> Co-authored-by: Jack-Khuu <[email protected]> * add unpacking support (#525) * add unpacking support * fix typos and linter * perform parallel prefill when possible (#568) * perform parallel prefill when possible * typo * disable hack * remove print * remove debug messages which prevent export * fixes * stream results in generate.py (#571) * remove logging interfering with export --------- Co-authored-by: Anthony Shoumikhin <[email protected]> Co-authored-by: metascroy <[email protected]> Co-authored-by: Nikita Shulga <[email protected]> Co-authored-by: lucylq <[email protected]> Co-authored-by: Jerry Zhang <[email protected]> Co-authored-by: Jack-Khuu <[email protected]>
* clean up runner code a little * update * update * pull out generate loop in chat * updates * edit docs * typo
* make --device fast the default * Update iOS.md (#517) * Update iOS.md * Update iOS.md * Pip to pip3 (#504) * remove macos-12 test * pip to pip3 * break aoti CI jobs separately (#500) * init * fixes * more fixes * fixes * fix * fix * bug fix * add objcopy update * suppress int8 * undefined variable --------- Co-authored-by: Michael Gschwind <[email protected]> * Support llama3 in chat in run.cpp (#486) * refactor chat runner in preparation for llama3 * add sketch for llama3 prompt template and move to returning tokens * fix tiktoken * fixes to chat * add default llama_ver * Add tests for quantize json, add cuda device specification and precision to cuda.json (#519) * remove code for no KV Cache path (#527) * Update ADVANCED-USERS.md (#529) Update Advanced Users description to reflect changes in the repo since the description was initially created. * runner-aoti on cuda (#531) * runner-aoti on cuda * transfer results back to CPU * transfer results back to CPU * runner-aoti on cuda * Update runner_build.md (#530) Update description of runner and build process in runner_build.md * clean up runner code a little (#532) * clean up runner code a little * update * update * pull out generate loop in chat * updates * edit docs * typo * move int8 linear class and function into qops.py (#534) * add dtype tests for runner-aoti + runner-et (#539) * add dtype tests for runner-aoti + runner-et * typo * Quantized embedding (#536) * move int8 linear class and function into qops.py * move Quantized Embedding to qops.py * Move Linear int4 to qops (#537) * move int8 linear class and function into qops.py * move Quantized Embedding to qops.py * move int4 linear to qops * Revert "add dtype tests for runner-aoti + runner-et (#539)" (#548) This reverts commit a7a2457. * fix generate for llama3 (#538) * fix generate for llama3 * switch more things to C * remove C++ header * add delegation visualization instructions (#551) * Add dtype runner aoti (#552) * add dtype tests for runner-aoti + runner-et * typo * add dtype test runner-aoti * test sdpa with fp16 (#553) * test sdpa with fp16 * kv cache fp32 * typo * update (#560) * Only support newest versions of lm-eval (#556) Summary: remove support for lm-eval 0.3 to reduce the options we have Test Plan: CI Reviewers: Subscribers: Tasks: Tags: * split cpu eval CI by dtype (#554) * split cpu eval CI by dtype * fix * differentiate names with checks * keep one name the same as old * fix * Removing duplicate HF issue message from README (#559) Co-authored-by: Michael Gschwind <[email protected]> * doc updates (#567) * Add VM-safe MPS check --------- Co-authored-by: Anthony Shoumikhin <[email protected]> Co-authored-by: metascroy <[email protected]> Co-authored-by: Nikita Shulga <[email protected]> Co-authored-by: lucylq <[email protected]> Co-authored-by: Jerry Zhang <[email protected]> Co-authored-by: Jack-Khuu <[email protected]>
* code beautification * code beautification, move functions together * make --device fast the default (#515) * make --device fast the default * Update iOS.md (#517) * Update iOS.md * Update iOS.md * Pip to pip3 (#504) * remove macos-12 test * pip to pip3 * break aoti CI jobs separately (#500) * init * fixes * more fixes * fixes * fix * fix * bug fix * add objcopy update * suppress int8 * undefined variable --------- Co-authored-by: Michael Gschwind <[email protected]> * Support llama3 in chat in run.cpp (#486) * refactor chat runner in preparation for llama3 * add sketch for llama3 prompt template and move to returning tokens * fix tiktoken * fixes to chat * add default llama_ver * Add tests for quantize json, add cuda device specification and precision to cuda.json (#519) * remove code for no KV Cache path (#527) * Update ADVANCED-USERS.md (#529) Update Advanced Users description to reflect changes in the repo since the description was initially created. * runner-aoti on cuda (#531) * runner-aoti on cuda * transfer results back to CPU * transfer results back to CPU * runner-aoti on cuda * Update runner_build.md (#530) Update description of runner and build process in runner_build.md * clean up runner code a little (#532) * clean up runner code a little * update * update * pull out generate loop in chat * updates * edit docs * typo * move int8 linear class and function into qops.py (#534) * add dtype tests for runner-aoti + runner-et (#539) * add dtype tests for runner-aoti + runner-et * typo * Quantized embedding (#536) * move int8 linear class and function into qops.py * move Quantized Embedding to qops.py * Move Linear int4 to qops (#537) * move int8 linear class and function into qops.py * move Quantized Embedding to qops.py * move int4 linear to qops * Revert "add dtype tests for runner-aoti + runner-et (#539)" (#548) This reverts commit a7a2457. * fix generate for llama3 (#538) * fix generate for llama3 * switch more things to C * remove C++ header * add delegation visualization instructions (#551) * Add dtype runner aoti (#552) * add dtype tests for runner-aoti + runner-et * typo * add dtype test runner-aoti * test sdpa with fp16 (#553) * test sdpa with fp16 * kv cache fp32 * typo * update (#560) * Only support newest versions of lm-eval (#556) Summary: remove support for lm-eval 0.3 to reduce the options we have Test Plan: CI Reviewers: Subscribers: Tasks: Tags: * split cpu eval CI by dtype (#554) * split cpu eval CI by dtype * fix * differentiate names with checks * keep one name the same as old * fix * Removing duplicate HF issue message from README (#559) Co-authored-by: Michael Gschwind <[email protected]> * doc updates (#567) * Add VM-safe MPS check --------- Co-authored-by: Anthony Shoumikhin <[email protected]> Co-authored-by: metascroy <[email protected]> Co-authored-by: Nikita Shulga <[email protected]> Co-authored-by: lucylq <[email protected]> Co-authored-by: Jerry Zhang <[email protected]> Co-authored-by: Jack-Khuu <[email protected]> * add unpacking support (#525) * add unpacking support * fix typos and linter * perform parallel prefill when possible (#568) * perform parallel prefill when possible * typo * disable hack * remove print * remove debug messages which prevent export * fixes * stream results in generate.py (#571) * remove logging interfering with export --------- Co-authored-by: Anthony Shoumikhin <[email protected]> Co-authored-by: metascroy <[email protected]> Co-authored-by: Nikita Shulga <[email protected]> Co-authored-by: lucylq <[email protected]> Co-authored-by: Jerry Zhang <[email protected]> Co-authored-by: Jack-Khuu <[email protected]>
* clean up runner code a little * update * update * pull out generate loop in chat * updates * edit docs * typo
* make --device fast the default * Update iOS.md (#517) * Update iOS.md * Update iOS.md * Pip to pip3 (#504) * remove macos-12 test * pip to pip3 * break aoti CI jobs separately (#500) * init * fixes * more fixes * fixes * fix * fix * bug fix * add objcopy update * suppress int8 * undefined variable --------- Co-authored-by: Michael Gschwind <[email protected]> * Support llama3 in chat in run.cpp (#486) * refactor chat runner in preparation for llama3 * add sketch for llama3 prompt template and move to returning tokens * fix tiktoken * fixes to chat * add default llama_ver * Add tests for quantize json, add cuda device specification and precision to cuda.json (#519) * remove code for no KV Cache path (#527) * Update ADVANCED-USERS.md (#529) Update Advanced Users description to reflect changes in the repo since the description was initially created. * runner-aoti on cuda (#531) * runner-aoti on cuda * transfer results back to CPU * transfer results back to CPU * runner-aoti on cuda * Update runner_build.md (#530) Update description of runner and build process in runner_build.md * clean up runner code a little (#532) * clean up runner code a little * update * update * pull out generate loop in chat * updates * edit docs * typo * move int8 linear class and function into qops.py (#534) * add dtype tests for runner-aoti + runner-et (#539) * add dtype tests for runner-aoti + runner-et * typo * Quantized embedding (#536) * move int8 linear class and function into qops.py * move Quantized Embedding to qops.py * Move Linear int4 to qops (#537) * move int8 linear class and function into qops.py * move Quantized Embedding to qops.py * move int4 linear to qops * Revert "add dtype tests for runner-aoti + runner-et (#539)" (#548) This reverts commit a7a2457. * fix generate for llama3 (#538) * fix generate for llama3 * switch more things to C * remove C++ header * add delegation visualization instructions (#551) * Add dtype runner aoti (#552) * add dtype tests for runner-aoti + runner-et * typo * add dtype test runner-aoti * test sdpa with fp16 (#553) * test sdpa with fp16 * kv cache fp32 * typo * update (#560) * Only support newest versions of lm-eval (#556) Summary: remove support for lm-eval 0.3 to reduce the options we have Test Plan: CI Reviewers: Subscribers: Tasks: Tags: * split cpu eval CI by dtype (#554) * split cpu eval CI by dtype * fix * differentiate names with checks * keep one name the same as old * fix * Removing duplicate HF issue message from README (#559) Co-authored-by: Michael Gschwind <[email protected]> * doc updates (#567) * Add VM-safe MPS check --------- Co-authored-by: Anthony Shoumikhin <[email protected]> Co-authored-by: metascroy <[email protected]> Co-authored-by: Nikita Shulga <[email protected]> Co-authored-by: lucylq <[email protected]> Co-authored-by: Jerry Zhang <[email protected]> Co-authored-by: Jack-Khuu <[email protected]>
* code beautification * code beautification, move functions together * make --device fast the default (#515) * make --device fast the default * Update iOS.md (#517) * Update iOS.md * Update iOS.md * Pip to pip3 (#504) * remove macos-12 test * pip to pip3 * break aoti CI jobs separately (#500) * init * fixes * more fixes * fixes * fix * fix * bug fix * add objcopy update * suppress int8 * undefined variable --------- Co-authored-by: Michael Gschwind <[email protected]> * Support llama3 in chat in run.cpp (#486) * refactor chat runner in preparation for llama3 * add sketch for llama3 prompt template and move to returning tokens * fix tiktoken * fixes to chat * add default llama_ver * Add tests for quantize json, add cuda device specification and precision to cuda.json (#519) * remove code for no KV Cache path (#527) * Update ADVANCED-USERS.md (#529) Update Advanced Users description to reflect changes in the repo since the description was initially created. * runner-aoti on cuda (#531) * runner-aoti on cuda * transfer results back to CPU * transfer results back to CPU * runner-aoti on cuda * Update runner_build.md (#530) Update description of runner and build process in runner_build.md * clean up runner code a little (#532) * clean up runner code a little * update * update * pull out generate loop in chat * updates * edit docs * typo * move int8 linear class and function into qops.py (#534) * add dtype tests for runner-aoti + runner-et (#539) * add dtype tests for runner-aoti + runner-et * typo * Quantized embedding (#536) * move int8 linear class and function into qops.py * move Quantized Embedding to qops.py * Move Linear int4 to qops (#537) * move int8 linear class and function into qops.py * move Quantized Embedding to qops.py * move int4 linear to qops * Revert "add dtype tests for runner-aoti + runner-et (#539)" (#548) This reverts commit a7a2457. * fix generate for llama3 (#538) * fix generate for llama3 * switch more things to C * remove C++ header * add delegation visualization instructions (#551) * Add dtype runner aoti (#552) * add dtype tests for runner-aoti + runner-et * typo * add dtype test runner-aoti * test sdpa with fp16 (#553) * test sdpa with fp16 * kv cache fp32 * typo * update (#560) * Only support newest versions of lm-eval (#556) Summary: remove support for lm-eval 0.3 to reduce the options we have Test Plan: CI Reviewers: Subscribers: Tasks: Tags: * split cpu eval CI by dtype (#554) * split cpu eval CI by dtype * fix * differentiate names with checks * keep one name the same as old * fix * Removing duplicate HF issue message from README (#559) Co-authored-by: Michael Gschwind <[email protected]> * doc updates (#567) * Add VM-safe MPS check --------- Co-authored-by: Anthony Shoumikhin <[email protected]> Co-authored-by: metascroy <[email protected]> Co-authored-by: Nikita Shulga <[email protected]> Co-authored-by: lucylq <[email protected]> Co-authored-by: Jerry Zhang <[email protected]> Co-authored-by: Jack-Khuu <[email protected]> * add unpacking support (#525) * add unpacking support * fix typos and linter * perform parallel prefill when possible (#568) * perform parallel prefill when possible * typo * disable hack * remove print * remove debug messages which prevent export * fixes * stream results in generate.py (#571) * remove logging interfering with export --------- Co-authored-by: Anthony Shoumikhin <[email protected]> Co-authored-by: metascroy <[email protected]> Co-authored-by: Nikita Shulga <[email protected]> Co-authored-by: lucylq <[email protected]> Co-authored-by: Jerry Zhang <[email protected]> Co-authored-by: Jack-Khuu <[email protected]>
* clean up runner code a little * update * update * pull out generate loop in chat * updates * edit docs * typo
* make --device fast the default * Update iOS.md (#517) * Update iOS.md * Update iOS.md * Pip to pip3 (#504) * remove macos-12 test * pip to pip3 * break aoti CI jobs separately (#500) * init * fixes * more fixes * fixes * fix * fix * bug fix * add objcopy update * suppress int8 * undefined variable --------- Co-authored-by: Michael Gschwind <[email protected]> * Support llama3 in chat in run.cpp (#486) * refactor chat runner in preparation for llama3 * add sketch for llama3 prompt template and move to returning tokens * fix tiktoken * fixes to chat * add default llama_ver * Add tests for quantize json, add cuda device specification and precision to cuda.json (#519) * remove code for no KV Cache path (#527) * Update ADVANCED-USERS.md (#529) Update Advanced Users description to reflect changes in the repo since the description was initially created. * runner-aoti on cuda (#531) * runner-aoti on cuda * transfer results back to CPU * transfer results back to CPU * runner-aoti on cuda * Update runner_build.md (#530) Update description of runner and build process in runner_build.md * clean up runner code a little (#532) * clean up runner code a little * update * update * pull out generate loop in chat * updates * edit docs * typo * move int8 linear class and function into qops.py (#534) * add dtype tests for runner-aoti + runner-et (#539) * add dtype tests for runner-aoti + runner-et * typo * Quantized embedding (#536) * move int8 linear class and function into qops.py * move Quantized Embedding to qops.py * Move Linear int4 to qops (#537) * move int8 linear class and function into qops.py * move Quantized Embedding to qops.py * move int4 linear to qops * Revert "add dtype tests for runner-aoti + runner-et (#539)" (#548) This reverts commit a7a2457. * fix generate for llama3 (#538) * fix generate for llama3 * switch more things to C * remove C++ header * add delegation visualization instructions (#551) * Add dtype runner aoti (#552) * add dtype tests for runner-aoti + runner-et * typo * add dtype test runner-aoti * test sdpa with fp16 (#553) * test sdpa with fp16 * kv cache fp32 * typo * update (#560) * Only support newest versions of lm-eval (#556) Summary: remove support for lm-eval 0.3 to reduce the options we have Test Plan: CI Reviewers: Subscribers: Tasks: Tags: * split cpu eval CI by dtype (#554) * split cpu eval CI by dtype * fix * differentiate names with checks * keep one name the same as old * fix * Removing duplicate HF issue message from README (#559) Co-authored-by: Michael Gschwind <[email protected]> * doc updates (#567) * Add VM-safe MPS check --------- Co-authored-by: Anthony Shoumikhin <[email protected]> Co-authored-by: metascroy <[email protected]> Co-authored-by: Nikita Shulga <[email protected]> Co-authored-by: lucylq <[email protected]> Co-authored-by: Jerry Zhang <[email protected]> Co-authored-by: Jack-Khuu <[email protected]>
* code beautification * code beautification, move functions together * make --device fast the default (#515) * make --device fast the default * Update iOS.md (#517) * Update iOS.md * Update iOS.md * Pip to pip3 (#504) * remove macos-12 test * pip to pip3 * break aoti CI jobs separately (#500) * init * fixes * more fixes * fixes * fix * fix * bug fix * add objcopy update * suppress int8 * undefined variable --------- Co-authored-by: Michael Gschwind <[email protected]> * Support llama3 in chat in run.cpp (#486) * refactor chat runner in preparation for llama3 * add sketch for llama3 prompt template and move to returning tokens * fix tiktoken * fixes to chat * add default llama_ver * Add tests for quantize json, add cuda device specification and precision to cuda.json (#519) * remove code for no KV Cache path (#527) * Update ADVANCED-USERS.md (#529) Update Advanced Users description to reflect changes in the repo since the description was initially created. * runner-aoti on cuda (#531) * runner-aoti on cuda * transfer results back to CPU * transfer results back to CPU * runner-aoti on cuda * Update runner_build.md (#530) Update description of runner and build process in runner_build.md * clean up runner code a little (#532) * clean up runner code a little * update * update * pull out generate loop in chat * updates * edit docs * typo * move int8 linear class and function into qops.py (#534) * add dtype tests for runner-aoti + runner-et (#539) * add dtype tests for runner-aoti + runner-et * typo * Quantized embedding (#536) * move int8 linear class and function into qops.py * move Quantized Embedding to qops.py * Move Linear int4 to qops (#537) * move int8 linear class and function into qops.py * move Quantized Embedding to qops.py * move int4 linear to qops * Revert "add dtype tests for runner-aoti + runner-et (#539)" (#548) This reverts commit a7a2457. * fix generate for llama3 (#538) * fix generate for llama3 * switch more things to C * remove C++ header * add delegation visualization instructions (#551) * Add dtype runner aoti (#552) * add dtype tests for runner-aoti + runner-et * typo * add dtype test runner-aoti * test sdpa with fp16 (#553) * test sdpa with fp16 * kv cache fp32 * typo * update (#560) * Only support newest versions of lm-eval (#556) Summary: remove support for lm-eval 0.3 to reduce the options we have Test Plan: CI Reviewers: Subscribers: Tasks: Tags: * split cpu eval CI by dtype (#554) * split cpu eval CI by dtype * fix * differentiate names with checks * keep one name the same as old * fix * Removing duplicate HF issue message from README (#559) Co-authored-by: Michael Gschwind <[email protected]> * doc updates (#567) * Add VM-safe MPS check --------- Co-authored-by: Anthony Shoumikhin <[email protected]> Co-authored-by: metascroy <[email protected]> Co-authored-by: Nikita Shulga <[email protected]> Co-authored-by: lucylq <[email protected]> Co-authored-by: Jerry Zhang <[email protected]> Co-authored-by: Jack-Khuu <[email protected]> * add unpacking support (#525) * add unpacking support * fix typos and linter * perform parallel prefill when possible (#568) * perform parallel prefill when possible * typo * disable hack * remove print * remove debug messages which prevent export * fixes * stream results in generate.py (#571) * remove logging interfering with export --------- Co-authored-by: Anthony Shoumikhin <[email protected]> Co-authored-by: metascroy <[email protected]> Co-authored-by: Nikita Shulga <[email protected]> Co-authored-by: lucylq <[email protected]> Co-authored-by: Jerry Zhang <[email protected]> Co-authored-by: Jack-Khuu <[email protected]>
Cleans up the run.cpp file a bit: